{"url": "https://maven.com/p/143eac/ai-engineering-101-for-software-engineers", "core": {"title": "AI Engineering 101 for Software Engineers", "slug": "143eac", "id": 6326, "page_type": "workshop", "description": "AI skills are now a major career differentiator. Demand for AI skills has grown by 82% (Harvey Nash Digital Leadership Report 2025), while AI-skilled workers earn up to 56% higher wages (PwC 2025 Global AI Jobs Barometer) and companies report major talent shortages. This lesson gives software engineers clarity on the shift and a clear 8-week roadmap to move toward AI engineering", "start_datetime": "2026-01-14T16:00:00Z", "duration_min": 60, "is_recording_public": true, "has_internal_recording": true, "instructor_name": "Sujeet Mishra", "instructor_title": "AI Engineer | Entrepreneur | AI Consultant & Trainer for Fortune-500", "instructor_headline": "", "course_name": "AI Engineering for Software Engineers", "course_slug": "ai-engineering-for-swe", "school_name": "Theseus AI Lab", "school_slug": "theseus-ai-lab", "chapter_count": 15}, "next_data": {"props": {"pageProps": {"apiSchool": {"id": 16074, "slug": "theseus-ai-lab", "name": "Theseus AI Lab", "is_stripe_connected": true, "stripe_connect_account_id": "acct_1Sdz26KMNERX7txJ", "zoom_auth_version": 2, "verified": true, "timezone": "America/New_York", "support_email": null, "school_tags": [], "instructor_bio": null}, "pageType": "workshop", "school": {"id": 16074, "slug": "theseus-ai-lab", "name": "Theseus AI Lab", "is_stripe_connected": true, "stripe_connect_account_id": "acct_1Sdz26KMNERX7txJ", "zoom_auth_version": 2, "verified": true, "timezone": "America/New_York", "support_email": null, "school_tags": [], "instructor_bio": null}, "course": {"slug": "ai-engineering-for-swe", "school_id": 16074, "name": "AI Engineering for Software Engineers", "id": 18593, "format": "full_course", "description": "By the end of this course, you’ll transition from a software engineer to a confident AI engineer—able to identify the right problems, design", "attrs": {"courses_page_highlight_order_index": null, "custom_landing_page_url": null, "facebook_pixel_id": null, "is_course_application_enabled": false, "is_demoted_on_courses_page": false, "is_hidden_by_maven_staff": false, "is_live_on_courses_page": true, "short_description": null, "skip_landing_page": null, "satisfaction_guarantee_status": "unset"}, "social_image_url": "https://d2426xcxuh3ht5.cloudfront.net/5pVrnEhBS2GTOMwfLzIi_Social%20share.jpg", "course_image_url": null, "clp_hero_media": null, "instructor_infos": [{"name": "Sujeet Mishra", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/wLkUJNEThKyGcW5ck10c_Sujeet.png", "image_url_no_bg": "https://user-assets.maven.com/instructor-no-bg/wLkUJNEThKyGcW5ck10c_Sujeet.png", "uuid": "e5dbbc00-5d70-4e90-b9a4-859b51024bd7", "bio_html": "<p><a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://www.linkedin.com/in/sujeetmishra/\">Sujeet Mishra</a> is the Co-founder of <a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://theseuslab.ai/\">Theseus AI Lab</a>, an AI consulting and education firm serving customers globally. He brings <strong>15+ years of experience</strong> across <strong>AI systems, enterprise learning, and product innovation</strong>. A former researcher at <strong>ISI Kolkata</strong> and an alumnus of <strong>IIT (ISM) Dhanbad</strong>, he began his career in <strong>semiconductor engineering</strong>, working with organizations such as <strong>Qualcomm</strong> and <strong>Wipro</strong>, before going on to found AI-focused ventures. He has worked with <strong>Fortune 500 companies and startups</strong> to drive <strong>practical AI adoption and</strong> has trained <strong>5,000+ professionals</strong> in building <strong>real-world AI systems</strong>, including <strong>RAG and agentic architectures</strong>.</p>", "headline": "AI Engineer & Consultant for F-500 firms", "title": "AI Engineer | Entrepreneur | AI Consultant & Trainer for Fortune-500", "linkedin_url": "https://www.linkedin.com/in/sujeetmishra/", "twitter_handle": null, "custom_social_link": "https://theseuslab.ai/", "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/id57CH5xdF/idFVYLrv1k.svg", "type": "logo", "file_type": "svg", "uuid": "4af5d749-7d3e-4b47-b78a-0b5553a7a75c", "name": "Qualcomm"}, {"image_url": "https://asset.brandfetch.io/id1uICo497/idmpSZUJo8.svg", "type": "logo", "file_type": "svg", "uuid": "c3006218-af6a-4661-9de0-1e8fc7c655c3", "name": "Wipro"}], "label": ""}, "highlights": null, "highlights_html": "<ul><li><p><strong>Co-Founder &amp; CEO of Theseus AI Lab</strong>, leading enterprise AI consulting, workforce enablement, and AI transformation since 2016</p></li><li><p><strong>Worked with Fortune 500 companies and high-growth startups to identify AI use cases</strong>, build prototypes, run pilots, and scale solutions to production</p></li><li><p>Led hands-on AI upskilling programs across Engineering, HR, Finance, Operations, Marketing, and Product teams</p></li><li><p><strong>Founded Glia Services, training 8,000+</strong> <strong>engineers </strong>and <strong>enabling 1,000+ placements</strong> while reducing new-hire ramp-up time by up to 80%</p></li><li><p>Built and scaled enterprise platforms and GenAI products translating business problems into deployable AI systems</p></li><li><p>Early career engineer at <strong>Qualcomm </strong>and <strong>Wipro</strong>, working on<strong> Snapdragon SoC design, ASIC verification, and wireless semiconductor IPs</strong></p></li></ul>", "preferred_name": null}, {"name": "Prasenjit Mukherjee", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/HOuepbeFRAKNLKyNTIlQ_Prasenjit.png", "image_url_no_bg": "https://user-assets.maven.com/instructor-no-bg/HOuepbeFRAKNLKyNTIlQ_Prasenjit.png", "uuid": "16e58b37-24f4-496e-8308-2be5001c32ea", "bio_html": "<p><a target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://www.linkedin.com/in/prasen/\">Prasenjit Mukherjee</a> is a Distinguished Fellow – AI Research &amp; Systems at Theseus AI Lab. A senior technology leader and researcher with 25+ years of experience at <strong>Microsoft, Sun Microsystems, Yahoo, Apple, and AOL</strong>, he specializes in AI/ML-driven search, large-scale intelligent applications, and quantum computing.</p><p>He serves as Adjunct Faculty at IIIT Sri City, teaching Quantum Machine Learning and Big Data, and advises organizations on applying Agentic AI and semantic technologies to business challenges. Prasenjit holds dual Master’s degrees in Computer Science and Physics from <strong>IIT Madras and IIT Kanpur</strong>, uniquely bridging the gap between theoretical physics, AI research, and large-scale systems engineering.</p>", "headline": "AI/ML | Search | Ex-Microsoft, Yahoo", "title": "Adjunct Faculty | Quantum ML & Big Data | Ex-Microsoft, Yahoo | IIT Madras", "linkedin_url": "https://www.linkedin.com/in/prasen/", "twitter_handle": null, "custom_social_link": "https://theseuslab.ai/", "logos": {"logos": [{"image_url": "https://asset.brandfetch.io/idnrCPuv87/idSxC3DMkx.svg", "type": "logo", "file_type": "svg", "uuid": "578d188c-4391-4fc2-bed2-8a0defc3a7ba", "name": "Apple"}, {"image_url": "https://asset.brandfetch.io/idchmboHEZ/idc7I0n_oy.svg", "type": "logo", "file_type": "svg", "uuid": "28248700-7de2-4fa2-a9e7-a993e9714636", "name": "Microsoft"}, {"image_url": "https://asset.brandfetch.io/idgoJtPkpl/idDpBY58Ij.svg", "type": "logo", "file_type": "svg", "uuid": "ade2a5c8-576c-4dbd-803a-a55211cad255", "name": "Yahoo"}], "label": null}, "highlights": null, "highlights_html": "<ul><li><p><strong>25+ years</strong> in senior technical and leadership roles at <strong>Microsoft, Yahoo, Apple (via acquisition), AOL, Sun Microsystems, and Infra.Market</strong></p></li><li><p>Principal Architect in Microsoft’s Windows AI Group, leading large-scale distributed systems and next-generation AI data platforms</p></li><li><p>Applied Science and Data Science leader at <strong>Microsoft</strong>, driving <strong>AI-powered ranking</strong>, relevance, and UX systems for Bing, Edge, and Shopping</p></li><li><p>Led geospatial intelligence and routing systems for Bing Maps, optimizing large-scale spatial search and relevance</p></li><li><p>Architect at <strong>Yahoo </strong>and <strong>AOL</strong>, owning multimedia search, intent search, personalization, and mobile platforms at internet scale</p></li><li><p><strong>Director of Data Platforms at Quattro Wireless </strong>(Apple acquisition), building real-time streaming analytics and forecasting systems</p><p></p></li></ul>", "preferred_name": null}], "instructor_caption": "AI Engineer | Entrepreneur | AI Consultant & Trainer for Fortune-500", "course_tags": [{"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 299, "tag_type": "persona", "label": "For Data Scientists", "slug": "for-data-scientists", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}, {"id": 315, "tag_type": "topic", "label": "Agentic AI", "slug": "agentic-ai", "description": null, "parent_tag_id": null}, {"id": 336, "tag_type": "topic", "label": "Working with LLMs", "slug": "llms", "description": null, "parent_tag_id": null}, {"id": 364, "tag_type": "topic", "label": "System Design", "slug": "system-design", "description": null, "parent_tag_id": null}]}, "contentPageSlug": "143eac", "contentPage": {"id": 6326, "school_id": 16074, "slug": "143eac", "content_page_type": "workshop", "sections": [{"uuid": "cb830fdb-a06b-4a5d-aa57-6153448546c2", "title": "AI Engineering 101 for Software Engineers", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/EFcKm3QbYq9uFvXYxEwp_Social%20share%20image.jpg", "is_visible": true, "topic_desc": "AI skills are now a major career differentiator. Demand for AI skills has grown by 82% (Harvey Nash Digital Leadership Report 2025), while AI-skilled workers earn up to 56% higher wages (PwC 2025 Global AI Jobs Barometer) and companies report major talent shortages. This lesson gives software engineers clarity on the shift and a clear 8-week roadmap to move toward AI engineering", "brand_logos": {"label": "Previously at", "logos": [{"name": "Microsoft", "type": "logo", "uuid": "f7e09e2c-d690-4478-a49a-8505f79eb860", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idchmboHEZ/idc7I0n_oy.svg"}, {"name": "Qualcomm", "type": "logo", "uuid": "554a348b-81f7-4cd3-9da9-98d3fe8a105f", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id57CH5xdF/idFVYLrv1k.svg"}, {"name": "Yahoo", "type": "logo", "uuid": "294d9a24-9b26-443a-9271-524aafc3ba51", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idgoJtPkpl/idDpBY58Ij.svg"}, {"name": "Apple", "type": "logo", "uuid": "3f350860-8ea9-4311-b83b-2da40dedad0d", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idnrCPuv87/idSxC3DMkx.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Sujeet Mishra", "uuid": "78811176-0d21-4d35-81fe-0ee7069ae0b6", "logos": null, "title": "AI Engineer | Entrepreneur | AI Consultant & Trainer for Fortune-500", "bio_html": "<p><a href=\"https://www.linkedin.com/in/sujeetmishra/\" rel=\"noopener noreferrer\" target=\"_blank\">Sujeet Mishra</a> is the Co-founder of <a href=\"https://theseuslab.ai/\" rel=\"noopener noreferrer\" target=\"_blank\">Theseus AI Lab</a>, an AI consulting and education firm serving customers globally. He brings <strong>15+ years of experience</strong> across <strong>AI systems, enterprise learning, and product innovation</strong>. A former researcher at <strong>ISI Kolkata</strong> and an alumnus of <strong>IIT (ISM) Dhanbad</strong>, he began his career in <strong>semiconductor engineering</strong>, working with organizations such as <strong>Qualcomm</strong> and <strong>Wipro</strong>, before going on to found AI-focused ventures. He has worked with <strong>Fortune 500 companies and startups</strong> to drive <strong>practical AI adoption and</strong> has trained <strong>5,000+ professionals</strong> in building <strong>real-world AI systems</strong>, including <strong>RAG and agentic architectures</strong>.</p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/PHHQjxhjRpmVG0oi2uIo_profile_pic.jpeg", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}, {"name": "Prasenjit Mukherjee", "uuid": "c635f91d-653a-4cb6-82a3-94a159e1ccbc", "logos": {"label": "", "logos": []}, "title": "Adjunct Faculty | Quantum ML & Big Data | Ex-Microsoft, Yahoo | IIT Madras", "bio_html": "<p><a href=\"https://www.linkedin.com/in/prasen/\" rel=\"noopener noreferrer\" target=\"_blank\">Prasenjit Mukherjee</a> is a Distinguished Fellow – AI Research &amp; Systems at <a href=\"https://theseuslab.ai/\" rel=\"noopener noreferrer\" target=\"_blank\">Theseus AI Lab</a>. A senior technology leader, researcher, and educator with 25+ years of experience across<strong> Microsoft, Sun Microsystems, Yahoo, Apple, and AOL, </strong>Prasenjit specializes in AI/ML-driven search systems, large-scale intelligent applications, knowledge graphs, and quantum computing, combining deep technical expertise with real-world enterprise impact.</p><p>He also serves as Adjunct Faculty at IIIT Sri City, <strong>teaching Quantum Machine Learning and Big Data Analysis</strong>, and advises organizations on applying Agentic AI and semantic technologies to solve complex business challenges. Prasenjit holds dual <strong>Master’s degrees in Computer Science and Physics from IIT Madras and IIT Kanpur</strong>, respectively, uniquely bridging physics, AI, and large-scale systems engineering.</p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/XHEUR3enQI6fg6WKN4ds_Prasenjit.png", "highlights": [], "linkedin_url": "", "twitter_handle": "", "image_url_no_bg": null, "custom_social_link": ""}], "learning_outcomes": [{"uuid": "8ed8ee65-cdc0-480c-b33a-3c1108b79dbc", "title": "How AI systems differ from traditional software", "description": "Understand how probabilistic AI systems behave, fail, and are evaluated differently than deterministic software"}, {"uuid": "fbf9ea98-21b2-4c4a-aba9-ca4cbc2df4e0", "title": "The modern AI stack and AI roles", "description": "Learn the modern AI stack, the roles across its layers, and how skill expectations shift from software to AI engineering"}, {"uuid": "71c9afe8-a149-459f-bc58-38f037edc544", "title": "An 8-week roadmap to transition into AI engineering", "description": "Understand a clear 8-week roadmap to close skill gaps and transition from software engineering into AI engineering roles"}, {"uuid": "294e373b-0e7c-4fdc-87c1-24c4ac878510", "title": "Demo: How to become 10× productive with AI", "description": "See how engineers use agents, MCP, and tool calling to build applications in minutes instead of hours."}]}], "created_at": "2026-02-12T21:06:39.017325Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 18593, "course_stripe_promo_code_id": null}, "school_event": {"id": 6326, "slug": null, "title": "AI Engineering 101 for Software Engineers", "description": null, "start_datetime": "2026-01-14T16:00:00Z", "end_datetime": "2026-01-14T17:00:00Z", "start_date": "2026-01-14", "start_time": "21:30:00", "duration_min": 60, "timezone": "Asia/Calcutta", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 466}, "relatedWorkshops": [{"id": 188, "school_id": 10199, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 11079, "workshop_tags": [{"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 137, "tag_type": "internal_collection", "label": "Instructor", "slug": "Instructor", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 1017, "school_id": 10199, "slug": "80b7d1", "content_page_type": "workshop", "sections": [{"uuid": "79d97a74-142f-4158-bdcc-3dd7404179e4", "title": "The Roadmap to Become an AI Engineer", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/EYAB3xv8QnGFmgETZ0c3_Copy of Lightning Lesson Image Template (2).jpg", "is_visible": true, "topic_desc": "Understanding AI engineering is crucial for anyone looking to excel in technology today. This lesson will help you grasp foundational concepts, prepare for advanced topics, and provide a clear path to professional growth as an AI engineer. By the end, you'll be equipped to make informed decisions about your learning and career trajectory.", "brand_logos": {"label": "Taught Engineers at", "logos": [{"name": "Google", "type": "logo", "uuid": "f10b5bca-e09d-413b-824c-17f307ddf792", "file_type": "svg", "image_url": "https://asset.brandfetch.io/id6O2oGzv-/idP6g0Ep4y.svg"}, {"name": "Meta", "type": "logo", "uuid": "2b2f4096-e2fc-41fe-bc55-e120598d52b5", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idWvz5T3V7/idpvCl_Ipb.svg"}, {"name": "Dropbox", "type": "logo", "uuid": "fba462c7-6629-4cc0-aefe-5a6be4eb4639", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idY3kwH_Nx/idpEif7tzn.svg"}, {"name": "Shopify.com", "type": "logo", "uuid": "832ee07d-a5be-45aa-8388-a1c2a5c37388", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idAgPm7IvG/ide35ms0Ll.svg"}, {"name": "Amazon", "type": "logo", "uuid": "e0093ffc-3695-4e16-89a9-45caa26292d6", "file_type": "svg", "image_url": "https://asset.brandfetch.io/idawOgYOsG/idisSB3V3T.svg"}]}, "section_type": "main", "instructor_infos": [{"name": "Swyx", "uuid": "ccf5cd29-ecf8-4c04-8d7b-a6718d48ef3a", "title": "Founder of Smol AI", "bio_html": "<p>Swyx is the founder of Smol.ai. He is best known for his writing on the Rise of the AI Engineer on the Latent.Space newsletter and podcast. Swyx is also co-organizer of the AI Engineer Summit.</p>", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/SarhHrwrRCuRcgz283rV_swyx-headshot.jpeg"}, {"name": "Noah Hein", "uuid": "ec142437-bcbb-4349-876c-f75427752c8a", "title": "AI Consultant", "bio_html": "<p>Noah is an AI Engineer and professional instructor. He is best known for running Latent Space University, as well as speaking at conferences and running workshops.</p><p>He has taught engineers at top tech companies, and hyper-growth startups.</p>", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/4erH2aBpRZiVOBXbLOdj_noah-headshot 1.png"}], "learning_outcomes": [{"uuid": "bf00ee0f-0d05-40f3-b5f3-36bc5510e231", "title": "The Foundation of AI Engineering", "description": "Understand the 7 foundational AI Engineering skills that you need to succeed in this burgeoning industry."}, {"uuid": "34306a7e-cec8-48b7-8dd2-a68f9f6fff7d", "title": "Tools", "description": "Gain a clear and actionable understanding of the products and tools to use on your AI engineering journey."}, {"uuid": "b60a3b4f-f385-485c-9fb0-40b81bb15492", "title": "Best Practices", "description": "Gain insight into best practices around the technology, and have a clear roadmap of what to learn next."}]}], "created_at": "2026-02-12T20:52:46.288885Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 11079, "course_stripe_promo_code_id": null}, "school_event": {"id": 1017, "slug": null, "title": "The Roadmap to Become an AI Engineer", "description": null, "start_datetime": "2024-06-15T17:00:00Z", "end_datetime": "2024-06-15T17:30:00Z", "start_date": "2024-06-15", "start_time": "12:00:00", "duration_min": 30, "timezone": "America/Chicago", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 629}}, {"id": 2919, "school_id": 14202, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 15766, "workshop_tags": [{"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 137, "tag_type": "internal_collection", "label": "Instructor", "slug": "Instructor", "description": null, "parent_tag_id": null}, {"id": 226, "tag_type": "internal_collection", "label": "Building AI-Native Products", "slug": "building-ai-native-products", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 3749, "school_id": 14202, "slug": "712af9", "content_page_type": "workshop", "sections": [{"uuid": "fedaf92d-b339-40b8-b964-4d4e3a72f2b2", "title": "Breaking Into AI Engineering: What It Is and How to Upskill", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/VnP0Rk2RiKBIKWhGwO6c_Copy of Copy of Course landing (1).png", "is_visible": true, "topic_desc": "AI Engineering is becoming one of the most critical roles in tech. As companies move from prototypes to production-grade AI systems, engineers who can design, build, and optimize real AI products will define the next wave of innovation. This lesson shows you how to join them.", "brand_logos": {"label": "Previously at", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Aurimas Griciunas", "uuid": "a858367b-37b0-4dcb-a848-3aa8101f77d0", "title": "LinkedIn Top Voice in AI • Founder & CEO @ SwirlAI • Former CPO @ Neptune.ai", "bio_html": "<p>Aurimas Griciūnas is a recognized AI expert, LinkedIn Top Voice in AI, and the founder of SwirlAI. He previously served as Chief Product Officer at Neptune.ai where he worked closely with top ML teams to scale infrastructure, evaluation, and LLMOps practices across industries. With over a decade of experience at the intersection of data science, machine learning, and software engineering, Aurimas has led AI initiatives in both startups and enterprise environments. His mission is to bridge the gap between hype and reality by teaching engineers how to build systems that work in the real world. Students will benefit from his hands-on knowledge, technical depth, and product-first mindset - gained by solving actual engineering problems.</p>", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/xI8EMxO7RT2VE3IV4THJ_Aurimas LinkedIn (2).jpg"}], "learning_outcomes": [{"uuid": "e588fddf-5f29-4987-882c-b8bd162f9da2", "title": "Understand the true scope of AI Engineering", "description": "How it differs from ML Engineering and Software Engineering, and why it matters in building production-grade AI systems"}, {"uuid": "875a9fe1-ca36-45a4-ac29-aef79f88d9b2", "title": "Identify the core technical skills", "description": "From agentic architectures and prompt evaluation to infrastructure and observability needed to succeed as an AI Engineer"}, {"uuid": "b5084db6-261c-4daa-9608-37f33d38a9fc", "title": "Outline a clear, actionable upskilling path", "description": "Practical next steps to transition into AI Engineering or expand your impact if you’re already technical"}]}], "created_at": "2026-02-12T20:59:49.368770Z", "updated_at": null, "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 15766, "course_stripe_promo_code_id": null}, "school_event": {"id": 3749, "slug": null, "title": "Breaking Into AI Engineering: What It Is and How to Upskill", "description": null, "start_datetime": "2025-05-15T15:00:00Z", "end_datetime": "2025-05-15T16:00:00Z", "start_date": "2025-05-15", "start_time": "18:00:00", "duration_min": 60, "timezone": "Europe/Vilnius", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 679}}, {"id": 6558, "school_id": 10313, "is_visible_on_discovery_page": true, "is_canceled": false, "is_delisted": false, "connected_course_id": 16984, "workshop_tags": [{"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 291, "tag_type": "persona", "label": "For Leaders", "slug": "for-leaders", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}, {"id": 316, "tag_type": "topic", "label": "Career Growth", "slug": "career-growth", "description": null, "parent_tag_id": null}], "published_content_page": {"id": 668, "school_id": 10313, "slug": "f0cada", "content_page_type": "workshop", "sections": [{"uuid": "90f7d9cc-c6d3-4c7d-b8f8-d6c401c25cca", "title": "Defining the AI Engineer Role", "version": 1, "image_url": "https://d2426xcxuh3ht5.cloudfront.net/2Wl7Vq6Tba2EtHlvcoFw_Defining%20the%20AI%20Engineer%20Role.png", "is_visible": true, "topic_desc": "The AI field is evolving so fast that job titles are often inconsistent. By analyzing 1500+ roles and community insights, this lesson cuts through the hype to show you exactly what companies are hiring for right now. You will gain clarity on your career path, ensuring your skills align with market demand so you can transition from simply \"using AI\" to building professional-grade AI products.", "brand_logos": {"label": "Previously at", "logos": []}, "section_type": "main", "instructor_infos": [{"name": "Alexey Grigorev", "uuid": "06e3f6d4-c759-40bb-824c-3680841fe0eb", "logos": null, "title": "Principal Data Scientist | Book Author | Instructor to 100k+ Students World-Wide", "bio_html": "<p>Founder of DataTalks.Club · Creator of the Zoomcamp Series · ML Engineer &amp; Author</p><p><br></p><p>Alexey Grigorev is the founder of&nbsp;<a href=\"https://datatalks.club/\" rel=\"noopener noreferrer\" target=\"_blank\">DataTalks.Club</a>&nbsp;and the creator of the popular Zoomcamp series. With 15 years of experience in software engineering and over 12 years in machine learning, he has built and deployed large-scale ML systems at companies like OLX Group and Simplaex.</p><p><br></p><p>An advocate for practical, hands-on education, Alexey has taught over 100,000 students, focusing on a code-first approach to help learners build real-world skills.</p><p><br></p><p>In the past, he was an active participant in data science competitions. A Kaggle Master, Alexey has achieved top rankings in several challenges, including 1st place in the NIPS'17 Criteo Challenge and 2nd place in the WSDM Cup 2017: Vandalism Detection.</p><p><br></p><p>He is also the author of several technical books, including the widely read Machine Learning Bookcamp.</p>", "headline": "", "image_url": "https://d2426xcxuh3ht5.cloudfront.net/vqi5MMOlTRyi3pv7bOv8_1718261603928.jpg", "highlights": null, "linkedin_url": null, "twitter_handle": null, "highlights_html": null, "image_url_no_bg": null, "custom_social_link": null}], "learning_outcomes": [{"uuid": "cbf012c8-0c0c-4dfe-8ba2-bc17c110a489", "title": "Identify Real-World Job Requirements", "description": "Understand core expectations by analyzing trends from 1500+ current job descriptions and industry research."}, {"uuid": "9495b026-39b9-42a1-aee5-cdc480373ad1", "title": "Distinguish Technical Skill Sets", "description": "Learn to differentiate between research-based AI roles and the product-focused engineering skills needed today."}, {"uuid": "67ef26ca-7df0-460b-8a7f-66ebfbf04ad3", "title": "Execute an AI Engineering Workflow", "description": "Apply theoretical concepts through a live demo of the typical daily tasks and technical handoffs in the role."}]}], "created_at": "2026-02-09T09:30:51.320878Z", "updated_at": "2026-02-09T10:15:38.126030Z", "theme": null, "attrs": {"type": "workshop", "is_canceled": false, "is_delisted": false, "connected_course_id": 16984, "course_stripe_promo_code_id": null}, "school_event": {"id": 668, "slug": null, "title": "Defining the AI Engineer Role", "description": null, "start_datetime": "2026-02-24T16:00:00Z", "end_datetime": "2026-02-24T17:30:00Z", "start_date": "2026-02-24", "start_time": "17:00:00", "duration_min": 90, "timezone": "Europe/Berlin", "has_internal_recording": true, "is_recording_public": true}, "num_signups": 2764}}], "exploreCourses": null, "workshopTags": [{"id": 137, "tag_type": "internal_collection", "label": "Instructor", "slug": "Instructor", "description": null, "parent_tag_id": null}, {"id": 31, "tag_type": "category", "label": "Data & engineering", "slug": "engineering-ll", "description": null, "parent_tag_id": null}, {"id": 35, "tag_type": "category", "label": "AI", "slug": "ai-ll", "description": null, "parent_tag_id": null}, {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, {"id": 313, "tag_type": "topic", "label": "AI", "slug": "ai", "description": null, "parent_tag_id": null}], "videoChapters": [{"title": "Introduction to AI Engineering for Software Engineers", "start_seconds": 0}, {"title": "Session Agenda Overview", "start_seconds": 172}, {"title": "The Evolution of Software: From 1.0 to 3.0", "start_seconds": 261}, {"title": "The Future of Software: A Hybrid Approach", "start_seconds": 453}, {"title": "User Experience Shift: From Workflow to Intent-Based Systems", "start_seconds": 533}, {"title": "AI's Impact on Software Engineering: Productivity vs. Problems", "start_seconds": 705}, {"title": "Vibe Coding vs. AI-Assisted Coding: Two AI Methodologies", "start_seconds": 868}, {"title": "Live Demo: Vibe Coding an RSS Reader with Lovable", "start_seconds": 1180}, {"title": "Live Demo: AI-Assisted Coding with Claude Code in VS Code", "start_seconds": 2171}, {"title": "Best Practices for AI-Assisted Coding and Human-AI Collaboration", "start_seconds": 2877}, {"title": "Understanding the AI Technology Landscape and Stack", "start_seconds": 3052}, {"title": "Mapping Engineering Roles to the AI Stack", "start_seconds": 3230}, {"title": "Addressing Common Questions from Software Engineers Transitioning to AI", "start_seconds": 3392}, {"title": "Course Introduction: 8-Week Production-Ready AI Engineer Roadmap", "start_seconds": 3790}, {"title": "Audience Q&A Session", "start_seconds": 3991}], "navPages": [{"category": {"slug": "ai", "href": "/courses/ai", "title": "AI", "palette": {"--palette-category-base": "#460952", "--palette-category-highlight": "#931FAA", "--palette-category-border": "#EDA6FB"}}, "topics": [{"title": "Agentic AI", "slug": "ai/agentic-ai", "href": "/courses/ai/agentic-ai"}, {"title": "Coding with AI", "slug": "ai/ai-coding", "href": "/courses/ai/ai-coding"}, {"title": "AI Workflows", "slug": "ai/ai-workflows", "href": "/courses/ai/ai-workflows"}, {"title": "Claude Code", "slug": "ai/claude-code", "href": "/courses/ai/claude-code"}, {"title": "OpenClaw", "slug": "ai/openclaw", "href": "/courses/ai/openclaw"}, {"title": "Vibe Coding", "slug": "ai/vibe-coding", "href": "/courses/ai/vibe-coding"}, {"title": "AI Evals", "slug": "ai/evals", "href": "/courses/ai/evals"}, {"title": "AI Transformation", "slug": "ai/ai-transformation", "href": "/courses/ai/ai-transformation"}, {"title": "RAG & Search", "slug": "ai/rag-search", "href": "/courses/ai/rag-search"}, {"title": "MCP", "slug": "ai/mcp", "href": "/courses/ai/mcp"}, {"title": "AI for PMs", "slug": "ai/for-product-managers", "href": "/courses/ai/for-product-managers"}, {"title": "AI for Engineers", "slug": "ai/for-engineers", "href": "/courses/ai/for-engineers"}, {"title": "AI for Designers", "slug": "ai/for-designers", "href": "/courses/ai/for-designers"}, {"title": "AI for Marketers", "slug": "ai/for-marketers", "href": "/courses/ai/for-marketers"}, {"title": "AI for Founders", "slug": "ai/for-founders", "href": "/courses/ai/for-founders"}]}, {"category": {"slug": "product", "href": "/courses/product", "title": "Product", "palette": {"--palette-category-base": "#510B00", "--palette-category-highlight": "#B33600", "--palette-category-border": "#F7804D"}}, "topics": [{"title": "AI for PMs", "slug": "for-product-managers/ai", "href": "/courses/for-product-managers/ai"}, {"title": "Agentic AI", "slug": "for-product-managers/agentic-ai", "href": "/courses/for-product-managers/agentic-ai"}, {"title": "AI Evals", "slug": "for-product-managers/ai-evals", "href": "/courses/for-product-managers/ai-evals"}, {"title": "Vibe Coding", "slug": "for-product-managers/vibe-coding", "href": "/courses/for-product-managers/vibe-coding"}, {"title": "Product Sense", "slug": "for-product-managers/product-sense", "href": "/courses/for-product-managers/product-sense"}, {"title": "Product Discovery", "slug": "for-product-managers/product-discovery", "href": "/courses/for-product-managers/product-discovery"}, {"title": "User Research", "slug": "for-product-managers/user-research", "href": "/courses/for-product-managers/user-research"}, {"title": "Prototyping", "slug": "for-product-managers/prototyping", "href": "/courses/for-product-managers/prototyping"}, {"title": "Growth", "slug": "for-product-managers/growth", "href": "/courses/for-product-managers/growth"}, {"title": "Analytics", "slug": "for-product-managers/analytics", "href": "/courses/for-product-managers/analytics"}, {"title": "Tech Foundations", "slug": "for-product-managers/technical-foundations", "href": "/courses/for-product-managers/technical-foundations"}, {"title": "Strategy", "slug": "for-product-managers/strategy", "href": "/courses/for-product-managers/strategy"}, {"title": "Influence", "slug": "for-product-managers/influence", "href": "/courses/for-product-managers/influence"}, {"title": "Leadership", "slug": "for-product-managers/leadership", "href": "/courses/for-product-managers/leadership"}, {"title": "Career Growth", "slug": "for-product-managers/career-growth", "href": "/courses/for-product-managers/career-growth"}]}, {"category": {"slug": "engineering", "href": "/courses/engineering", "title": "Engineering", "palette": {"--palette-category-base": "#00332F", "--palette-category-highlight": "#00746B", "--palette-category-border": "#88B7B2"}}, "topics": [{"title": "AI for Engineers", "slug": "for-engineers/ai", "href": "/courses/for-engineers/ai"}, {"title": "Agentic AI", "slug": "for-engineers/agentic-ai", "href": "/courses/for-engineers/agentic-ai"}, {"title": "Coding with AI", "slug": "for-engineers/ai-coding", "href": "/courses/for-engineers/ai-coding"}, {"title": "Claude Code", "slug": "for-engineers/claude-code", "href": "/courses/for-engineers/claude-code"}, {"title": "OpenClaw", "slug": "for-engineers/openclaw", "href": "/courses/for-engineers/openclaw"}, {"title": "MCP", "slug": "for-engineers/mcp", "href": "/courses/for-engineers/mcp"}, {"title": "RAG & Search", "slug": "for-engineers/rag-search", "href": "/courses/for-engineers/rag-search"}, {"title": "AI Evals", "slug": "for-engineers/ai-evals", "href": "/courses/for-engineers/ai-evals"}, {"title": "Machine Learning", "slug": "for-engineers/ml", "href": "/courses/for-engineers/ml"}, {"title": "LLM Ops", "slug": "for-engineers/llm-ops", "href": "/courses/for-engineers/llm-ops"}, {"title": "Context Eng", "slug": "for-engineers/context-engineering", "href": "/courses/for-engineers/context-engineering"}, {"title": "Security", "slug": "for-engineers/security", "href": "/courses/for-engineers/security"}, {"title": "System Design", "slug": "for-engineers/system-design", "href": "/courses/for-engineers/system-design"}, {"title": "Leadership", "slug": "for-engineers/leadership", "href": "/courses/for-engineers/leadership"}, {"title": "Career Growth", "slug": "for-engineers/career-growth", "href": "/courses/for-engineers/career-growth"}]}, {"category": {"slug": "design", "href": "/courses/design", "title": "Design", "palette": {"--palette-category-base": "#38085F", "--palette-category-highlight": "#772CBB", "--palette-category-border": "#B5A2D0"}}, "topics": [{"title": "AI for Designers", "slug": "for-designers/ai", "href": "/courses/for-designers/ai"}, {"title": "Agentic AI", "slug": "for-designers/agentic-ai", "href": "/courses/for-designers/agentic-ai"}, {"title": "Vibe Coding", "slug": "for-designers/vibe-coding", "href": "/courses/for-designers/vibe-coding"}, {"title": "Prototyping", "slug": "for-designers/prototyping", "href": "/courses/for-designers/prototyping"}, {"title": "Figma", "slug": "for-designers/figma", "href": "/courses/for-designers/figma"}, {"title": "Design Systems", "slug": "for-designers/design-systems", "href": "/courses/for-designers/design-systems"}, {"title": "User Research", "slug": "for-designers/user-research", "href": "/courses/for-designers/user-research"}, {"title": "Product Discovery", "slug": "for-designers/product-discovery", "href": "/courses/for-designers/product-discovery"}, {"title": "UX", "slug": "for-designers/ux", "href": "/courses/for-designers/ux"}, {"title": "UI", "slug": "for-designers/ui", "href": "/courses/for-designers/ui"}, {"title": "Visual Design", "slug": "for-designers/visual-design", "href": "/courses/for-designers/visual-design"}, {"title": "Design Strategy", "slug": "for-designers/strategy", "href": "/courses/for-designers/strategy"}, {"title": "Influence", "slug": "for-designers/influence", "href": "/courses/for-designers/influence"}, {"title": "Leadership", "slug": "for-designers/leadership", "href": "/courses/for-designers/leadership"}, {"title": "Career Growth", "slug": "for-designers/career-growth", "href": "/courses/for-designers/career-growth"}]}, {"category": {"slug": "marketing", "href": "/courses/marketing", "title": "Marketing", "palette": {"--palette-category-base": "#431532", "--palette-category-highlight": "#943170", "--palette-category-border": "#C99EB5"}}, "topics": [{"title": "AI for Marketers", "slug": "for-marketers/ai", "href": "/courses/for-marketers/ai"}, {"title": "Agentic AI", "slug": "for-marketers/agentic-ai", "href": "/courses/for-marketers/agentic-ai"}, {"title": "Vibe Coding", "slug": "for-marketers/vibe-coding", "href": "/courses/for-marketers/vibe-coding"}, {"title": "Automation", "slug": "for-marketers/marketing-automation", "href": "/courses/for-marketers/marketing-automation"}, {"title": "Content Marketing", "slug": "for-marketers/content-marketing", "href": "/courses/for-marketers/content-marketing"}, {"title": "Demand Gen", "slug": "for-marketers/demand-generation", "href": "/courses/for-marketers/demand-generation"}, {"title": "Go-to-Market", "slug": "for-marketers/gtm", "href": "/courses/for-marketers/gtm"}, {"title": "Product Marketing", "slug": "for-marketers/product-marketing", "href": "/courses/for-marketers/product-marketing"}, {"title": "Positioning", "slug": "for-marketers/positioning", "href": "/courses/for-marketers/positioning"}, {"title": "Social Media", "slug": "for-marketers/social-media", "href": "/courses/for-marketers/social-media"}, {"title": "Brand", "slug": "for-marketers/brand", "href": "/courses/for-marketers/brand"}, {"title": "B2B Marketing", "slug": "for-marketers/b2b", "href": "/courses/for-marketers/b2b"}, {"title": "SEO & AEO", "slug": "for-marketers/seo-aeo", "href": "/courses/for-marketers/seo-aeo"}, {"title": "Strategy", "slug": "for-marketers/strategy", "href": "/courses/for-marketers/strategy"}, {"title": "Leadership", "slug": "for-marketers/leadership", "href": "/courses/for-marketers/leadership"}]}, {"category": {"slug": "leadership", "href": "/courses/leadership", "title": "Leadership", "palette": {"--palette-category-base": "#50090E", "--palette-category-highlight": "#A9202A", "--palette-category-border": "#D49C98"}}, "topics": [{"title": "AI for Leaders", "slug": "for-leaders/ai", "href": "/courses/for-leaders/ai"}, {"title": "Agentic AI", "slug": "for-leaders/agentic-ai", "href": "/courses/for-leaders/agentic-ai"}, {"title": "AI Transformation", "slug": "for-leaders/ai-transformation", "href": "/courses/for-leaders/ai-transformation"}, {"title": "AI Governance", "slug": "for-leaders/ai-governance", "href": "/courses/for-leaders/ai-governance"}, {"title": "Communication", "slug": "for-leaders/communication", "href": "/courses/for-leaders/communication"}, {"title": "Influence", "slug": "for-leaders/influence", "href": "/courses/for-leaders/influence"}, {"title": "Strategy", "slug": "for-leaders/strategy", "href": "/courses/for-leaders/strategy"}, {"title": "Management", "slug": "for-leaders/management", "href": "/courses/for-leaders/management"}, {"title": "People Operations", "slug": "for-leaders/people-operations", "href": "/courses/for-leaders/people-operations"}, {"title": "Exec Presence", "slug": "for-leaders/executive-presence", "href": "/courses/for-leaders/executive-presence"}, {"title": "Storytelling", "slug": "for-leaders/storytelling", "href": "/courses/for-leaders/storytelling"}, {"title": "Goal-setting", "slug": "for-leaders/goal-setting", "href": "/courses/for-leaders/goal-setting"}, {"title": "Personal Brand", "slug": "for-leaders/personal-brand", "href": "/courses/for-leaders/personal-brand"}, {"title": "Career Growth", "slug": "for-leaders/career-growth", "href": "/courses/for-leaders/career-growth"}]}, {"category": {"slug": "founders", "href": "/courses/founders", "title": "Founders", "palette": {"--palette-category-base": "#0C3209", "--palette-category-highlight": "#077202", "--palette-category-border": "#69C662"}}, "topics": [{"title": "AI for Founders", "slug": "for-founders/ai", "href": "/courses/for-founders/ai"}, {"title": "Agentic AI", "slug": "for-founders/agentic-ai", "href": "/courses/for-founders/agentic-ai"}, {"title": "AI Workflows", "slug": "for-founders/ai-workflows", "href": "/courses/for-founders/ai-workflows"}, {"title": "Vibe Coding", "slug": "for-founders/vibe-coding", "href": "/courses/for-founders/vibe-coding"}, {"title": "Prototyping", "slug": "for-founders/prototyping", "href": "/courses/for-founders/prototyping"}, {"title": "Product Sense", "slug": "for-founders/product-sense", "href": "/courses/for-founders/product-sense"}, {"title": "Positioning", "slug": "for-founders/positioning", "href": "/courses/for-founders/positioning"}, {"title": "Product Discovery", "slug": "for-founders/product-discovery", "href": "/courses/for-founders/product-discovery"}, {"title": "Management", "slug": "for-founders/management", "href": "/courses/for-founders/management"}, {"title": "Strategy", "slug": "for-founders/strategy", "href": "/courses/for-founders/strategy"}, {"title": "Go-to-Market", "slug": "for-founders/gtm", "href": "/courses/for-founders/gtm"}, {"title": "Personal Brand", "slug": "for-founders/personal-brand", "href": "/courses/for-founders/personal-brand"}, {"title": "Leadership", "slug": "for-founders/leadership", "href": "/courses/for-founders/leadership"}, {"title": "Fundraising", "slug": "for-founders/fundraising", "href": "/courses/for-founders/fundraising"}, {"title": "PMF", "slug": "for-founders/product-market-fit", "href": "/courses/for-founders/product-market-fit"}]}, {"category": {"slug": "more", "href": "/courses/more", "title": "More", "palette": {"--palette-category-base": "#1E2C2B", "--palette-category-highlight": "#4A6361", "--palette-category-border": "#B9C1BE"}}, "topics": [{"title": "Everyone", "slug": "for-everyone", "href": "/courses/for-everyone"}, {"title": "Operators", "slug": "for-operators", "href": "/courses/for-operators"}, {"title": "Data Scientists", "slug": "for-data-scientists", "href": "/courses/for-data-scientists"}, {"title": "Business Analysts", "slug": "for-business-analysts", "href": "/courses/for-business-analysts"}, {"title": "User Researchers", "slug": "for-user-researchers", "href": "/courses/for-user-researchers"}, {"title": "Customer Success", "slug": "for-customer-success", "href": "/courses/for-customer-success"}, {"title": "Project Managers", "slug": "for-project-managers", "href": "/courses/for-project-managers"}, {"title": "HR Professionals", "slug": "for-hr-professionals", "href": "/courses/for-hr-professionals"}, {"title": "Sales People", "slug": "for-sales-people", "href": "/courses/for-sales-people"}, {"title": "Lawyers", "slug": "for-lawyers", "href": "/courses/for-lawyers"}, {"title": "Finance", "slug": "for-finance-professionals", "href": "/courses/for-finance-professionals"}, {"title": "Investors", "slug": "for-investors", "href": "/courses/for-investors"}, {"title": "Real Estate", "slug": "for-real-estate-agents", "href": "/courses/for-real-estate-agents"}, {"title": "Educators", "slug": "for-educators", "href": "/courses/for-educators"}, {"title": "Creators", "slug": "for-creators", "href": "/courses/for-creators"}]}], "navTagLinks": [{"tag": {"id": 293, "tag_type": "persona", "label": "For Engineers", "slug": "for-engineers", "description": null, "parent_tag_id": null}, "link_slug": "for-engineers"}], "now": "2026-05-19T22:53:19.183Z"}, "__N_SSG": true}, "page": "/p/[slug]/[...ignored]", "query": {"slug": "143eac", "ignored": ["ai-engineering-101-for-software-engineers"]}, "buildId": "qPlLjBFLQ9fnkFKJ7n7E-", "isFallback": false, "isExperimentalCompile": false, "gsp": true, "scriptLoader": []}}