How to Become an AI Engineer from a Fullstack Background - Reid Mayo

AI Engineer · Beginner ·🛠️ AI Tools & Apps ·2y ago
Swyx’s watershed essay “The Rise of the AI Engineer” revealed the need for evolving your talents to seize the opportunities of the future; but how can you rapidly learn a novel discipline mired in lack of structure, fluff, & clickbait? What if there was a single syllabus that “shifted you left” from Fullstack Engineer to AI Engineer upon completion? In this talk, we’ll provide and review a syllabus that walks you step-by-step through a defined process (with practical & actionable references/tutorials) that teaches you the comprehensive best-practice skills, knowledge, and foundations required for professional AI Engineering. Topics include: Generative AI Fundamentals, Prompt Engineering, Retrieval Augmented Generation, Agents & Functions, Fine-tuning AI Models, Open Source AI Model Repositories & Communities, AI Development & Production/Monitoring Tooling, Required Libraries/Platforms/Tools to be aware of, and more. Recorded & streamed live for the AI Engineer Summit 2023. See the full schedule of talks at https://ai.engineer/summit/schedule & join us at the AI Engineer World's Fair in 2024! Get your tickets today at https://ai.engineer/worlds-fair About Reid 15 years building as a full-stack engineer, serial entrepreneur over the same time period. As an engineer I've built systems that powered several of the highest traffic web properties in the US & led teams who built core tech for high-growth startups, unicorns, $10B+ enterprises. As an entrepreneur I built a UGC tech product (acquired by Orchard) a lifetime ago, and more recently built a $5MM/year software engineering firm. Living in Austin, TX, I’m friendly & authentically respectful. I'm engaged by technology because it's impossible to learn it all -- I’m a perennial student! Excited to learn from you!
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1 AI Engineer Summit 2023 — DAY 1 Livestream
AI Engineer Summit 2023 — DAY 1 Livestream
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2 AI Engineer Summit 2023 — DAY 2 Livestream
AI Engineer Summit 2023 — DAY 2 Livestream
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3 Principles for Prompt Engineering - Karina Nguyen (Claude Instant @ Anthropic)
Principles for Prompt Engineering - Karina Nguyen (Claude Instant @ Anthropic)
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4 Announcing the AI Engineer Network: Benjamin Dunphy
Announcing the AI Engineer Network: Benjamin Dunphy
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5 The 1,000x AI Engineer: Swyx
The 1,000x AI Engineer: Swyx
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6 Building AI For All: Amjad Masad & Michele Catasta
Building AI For All: Amjad Masad & Michele Catasta
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7 The Age of the Agent: Flo Crivello
The Age of the Agent: Flo Crivello
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8 See, Hear, Speak, Draw: Logan Kilpatrick & Simón Fishman
See, Hear, Speak, Draw: Logan Kilpatrick & Simón Fishman
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9 Building Context-Aware Reasoning Applications with LangChain and LangSmith: Harrison Chase
Building Context-Aware Reasoning Applications with LangChain and LangSmith: Harrison Chase
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10 Pydantic is all you need: Jason Liu
Pydantic is all you need: Jason Liu
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11 Building Blocks for LLM Systems & Products: Eugene Yan
Building Blocks for LLM Systems & Products: Eugene Yan
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12 The Intelligent Interface: Sam Whitmore & Jason Yuan of New Computer
The Intelligent Interface: Sam Whitmore & Jason Yuan of New Computer
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13 Climbing the Ladder of Abstraction: Amelia Wattenberger
Climbing the Ladder of Abstraction: Amelia Wattenberger
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14 Supabase Vector: The Postgres Vector database: Paul Copplestone
Supabase Vector: The Postgres Vector database: Paul Copplestone
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15 [Workshop] AI Engineering 101
[Workshop] AI Engineering 101
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16 The Hidden Life of Embeddings: Linus Lee
The Hidden Life of Embeddings: Linus Lee
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17 [Workshop] AI Engineering 201: Inference
[Workshop] AI Engineering 201: Inference
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18 The AI Pivot: With Chris White of Prefect & Bryan Bischof of Hex
The AI Pivot: With Chris White of Prefect & Bryan Bischof of Hex
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19 The AI Evolution: Mario Rodriguez, GitHub
The AI Evolution: Mario Rodriguez, GitHub
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20 Move Fast Break Nothing: Dedy Kredo
Move Fast Break Nothing: Dedy Kredo
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21 AI Engineering 201: The Rest of the Owl
AI Engineering 201: The Rest of the Owl
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22 Building Reactive AI Apps: Matt Welsh
Building Reactive AI Apps: Matt Welsh
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23 Pragmatic AI with TypeChat: Daniel Rosenwasser
Pragmatic AI with TypeChat: Daniel Rosenwasser
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24 Domain adaptation and fine-tuning for domain-specific LLMs: Abi Aryan
Domain adaptation and fine-tuning for domain-specific LLMs: Abi Aryan
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25 Retrieval Augmented Generation in the Wild: Anton Troynikov
Retrieval Augmented Generation in the Wild: Anton Troynikov
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26 Building Production-Ready RAG Applications: Jerry Liu
Building Production-Ready RAG Applications: Jerry Liu
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27 120k players in a week: Lessons from the first viral CLIP app: Joseph Nelson
120k players in a week: Lessons from the first viral CLIP app: Joseph Nelson
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28 The Weekend AI Engineer: Hassan El Mghari
The Weekend AI Engineer: Hassan El Mghari
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29 Harnessing the Power of LLMs Locally: Mithun Hunsur
Harnessing the Power of LLMs Locally: Mithun Hunsur
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30 Trust, but Verify: Shreya Rajpal
Trust, but Verify: Shreya Rajpal
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31 Open Questions for AI Engineering: Simon Willison
Open Questions for AI Engineering: Simon Willison
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32 Storyteller: Building Multi-modal Apps with TS & ModelFusion - Lars Grammel, PhD
Storyteller: Building Multi-modal Apps with TS & ModelFusion - Lars Grammel, PhD
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33 GPT Web App Generator - 10,000 apps created in a month: Matija Sosic
GPT Web App Generator - 10,000 apps created in a month: Matija Sosic
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34 Using AI to Build an Infinite Game: Jeff Schomay
Using AI to Build an Infinite Game: Jeff Schomay
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How to Become an AI Engineer from a Fullstack Background - Reid Mayo
How to Become an AI Engineer from a Fullstack Background - Reid Mayo
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36 The Code AI Maturity Model and What It Means For You: Ado Kukic
The Code AI Maturity Model and What It Means For You: Ado Kukic
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37 AI Engineer World’s Fair 2024 - Keynotes & Multimodality track
AI Engineer World’s Fair 2024 - Keynotes & Multimodality track
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38 From Text to Vision to Voice Exploring Multimodality with Open AI: Romain Huet
From Text to Vision to Voice Exploring Multimodality with Open AI: Romain Huet
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39 The Making of Devin by Cognition AI: Scott Wu
The Making of Devin by Cognition AI: Scott Wu
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40 The Future of Knowledge Assistants: Jerry Liu
The Future of Knowledge Assistants: Jerry Liu
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41 Llamafile: bringing AI to the masses with fast CPU inference: Stephen Hood and Justine Tunney
Llamafile: bringing AI to the masses with fast CPU inference: Stephen Hood and Justine Tunney
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42 Open Challenges for AI Engineering: Simon Willison
Open Challenges for AI Engineering: Simon Willison
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43 Lessons From A Year Building With LLMs
Lessons From A Year Building With LLMs
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44 From Software Developer to AI Engineer: Antje Barth
From Software Developer to AI Engineer: Antje Barth
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45 Unlocking Developer Productivity across CPU and GPU with MAX: Chris Lattner
Unlocking Developer Productivity across CPU and GPU with MAX: Chris Lattner
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46 Copilots Everywhere: Thomas Dohmke and Eugene Yan
Copilots Everywhere: Thomas Dohmke and Eugene Yan
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47 Fixing bugs in Gemma, Llama, & Phi 3: Daniel Han
Fixing bugs in Gemma, Llama, & Phi 3: Daniel Han
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48 Low Level Technicals of LLMs: Daniel Han
Low Level Technicals of LLMs: Daniel Han
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49 Emergence Launch: AI Agents and the future enterprise: Dr. Satya Nitta
Emergence Launch: AI Agents and the future enterprise: Dr. Satya Nitta
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50 How Codeium Breaks Through the Ceiling for Retrieval: Kevin Hou
How Codeium Breaks Through the Ceiling for Retrieval: Kevin Hou
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51 What's new from Anthropic and what's next: Alex Albert
What's new from Anthropic and what's next: Alex Albert
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52 Using agents to build an agent company: Joao Moura
Using agents to build an agent company: Joao Moura
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53 Decoding the Decoder LLM without de code: Ishan Anand
Decoding the Decoder LLM without de code: Ishan Anand
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54 Running AI Application in Minutes w/ AI Templates: Gabriela de Queiroz, Pamela Fox, Harald Kirschner
Running AI Application in Minutes w/ AI Templates: Gabriela de Queiroz, Pamela Fox, Harald Kirschner
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55 Building with Anthropic Claude: Prompt Workshop with Zack Witten
Building with Anthropic Claude: Prompt Workshop with Zack Witten
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56 Building Reliable Agentic Systems: Eno Reyes
Building Reliable Agentic Systems: Eno Reyes
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57 10x Development: LLMs For the working Programmer - Manuel Odendahl
10x Development: LLMs For the working Programmer - Manuel Odendahl
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58 Disrupting the $15 Trillion Construction Industry with Autonomous Agents: Dr. Sarah Buchner
Disrupting the $15 Trillion Construction Industry with Autonomous Agents: Dr. Sarah Buchner
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59 Hypermode Launch: Kevin Van Gundy
Hypermode Launch: Kevin Van Gundy
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60 Git push get an AI API: Ryan Fox-Tyler
Git push get an AI API: Ryan Fox-Tyler
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