THE ML ENGINEER · YEAR ARCHIVE

Newsletter issues from 2023

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#263Dec 2023MLL Celebrating 5 years towards 2024, Real Time AI Image Generation, Deep Learning 33 years vs now, Cohere LLM Foundation Course, Habits of Great Engineers + more 🚀generative-ai · llms · mlops #262Dec 2023Machine Learning at Stanford, Don't Build a Vector Database, LLM 3D Visualisation Demo, Scaling Pinterest to Millions Users, Optimising LLMs from Datasets, Open Sour ce MLOps Tools + more 🚀llms #261Dec 2023Billion Scale Vector Search, Mozilla's MemoryCache Local AI, Deep Learning Foundations Book, Google's Machine Learning for ML, Probabilistic Data Structures + more 🚀data-engineering · ml-education · privacy #260Dec 2023Practical Deep Learning FastAI, AI Generating Triangle Meshes, Extracting Data from ChatGPT, Stable Difussion Visual Anagrams, Designing Distributed SQL Engine + more 🚀ml-security · generative-ai · ml-education #259Dec 2023The ML Engineer this week, Instacart's Prod ML Platform, AI Self-Operating Computer, Statistical vs DL Forecasting, Google DeepMind Music Model, Code is Run more than Read + more 🚀mlops · forecasting · generative-ai #258Nov 2023The ML Engineer this week, AI Policy, Principles & Guidelines, Neural Networks: Zero to Hero, Stable Difussion Video Release, Hidden Tech Debt in ML Systems, Hacking Google Bard Vulnerability + more 🚀ai-policy · llms · generative-ai #257Nov 2023The ML Engineer this week, TimeGPT: Magical Auto Forecast, tldraw; When UX and AI Intersect, Deep Learning Weather Forecast, Geneva Uni Neural Nets Course, Humans vs GPT-4 on Reasoning + more 🚀forecasting · generative-ai · llms #256Nov 2023The ML Engineer this week, Building AI Products Differently, Vector Databases Applications, Misconceptions in Engineering, Takeaways On AI Executive Order, OECD New Definition on AI + more 🚀data-engineering · ai-policy · ml-education #255Nov 2023The ML Engineer this week, ACM TPC & State of Tech Policy, Python 17,000x Faster Data, Google's ML Weather Forecast, Most Valuable Traits of Top Devs, Animated AI Neural Architectures + more 🚀ai-policy · forecasting #254Oct 2023The ML Engineer this week, Text Embeddings Visual Overview, Lessons from 20 Years at Scale, Advanced Python Mastery Course, Linkedin Managed Search Infra, Bare Min Knowledge on Unicode + more 🚀llms · mlops · ml-education #253Oct 2023The ML Engineer this week, META/FB Decoding Brain Images, Every Dev Should Know on GPUs, Reflections on AI Summit 2023, Multimodal Architecture Agents, The Startup CTO Handbook + more 🚀generative-ai · gpu-compute · llms #252Oct 2023The ML Engineer this week, Multimodality and LLMs Overview, State of AI Report for 2023, Stable Difussion from Scratch, Inverted Transformer Forecasting, Introduction to Modern Statistics + more 🚀generative-ai · forecasting · ml-education #251Oct 2023The ML Engineer this week, The State of Production ML, How Linkedin Uses Embeddings, Large Language Models in 2023, StableDiffusion XL in 298mb RAM, Picking a Vector DB in 2023 + more 🚀llms · data-engineering #250Oct 2023The ML Engineer this week, GPT-4V(ision) First Impressions, Causality for Machine Learning, Hardest Part of Building Software, Habits of Effective Engineers, CMU Deep Learning Systems + more 🚀generative-ai · ml-research #249Sept 2023MIT on Efficient Deep Learning, DALL-E 3 Text-to-Image Release, InfoQ AI, ML & Data Eng Trends, Guide to Contributing to OSS, Key Knowledge: Idempotency + more 🚀ml-research · generative-ai · llms #248Sept 2023StabilityAI's Text-to-Song Model, Dataset-Driven LLM Optimiztion, Google's MLP for Forecasting, Hallucination Detection for LLMs, Death by 1000 Microservices + more 🚀generative-ai · llms · forecasting #247Sept 2023Andrew Ng: Opportunities in AI, 10y of Forecast Reconciliation, Glassdoor’s ML Platform Registry, Advanced NLP Course w SpaCy, Privacy Nightmare on Wheels + more 🚀mlops · nlp · privacy #246Sept 2023Generative Agents & Forums, LangChain Cheat Sheet, Measuring Developer Productivity, Retrieval-Augmented Generation, Intro to Fourier Transforms + more 🚀llms #245Aug 2023Patterns for LLM-based Systems, Meta's CodeLlama Released, An Elegant Puzzle Book Notes, Hands on Train & Deploy ML, Advanced Probabilistic ML Book + more 🚀mlops · ai-agents #244Aug 2023Stanford's New NLU Course, Out-of-distribution Detection in DL, Vector Databases 4-Part Series, How is LLaMa.cpp Possible, CAP Theorem Plain English Intro + more 🚀mlops · data-engineering · nlp #243Aug 2023Stanford Course on Intro to ML, ML Models Learn vs Generalise, Building Llama from Scratch, MLFlow Tracking and MinIO, MLSecOps Kubeflow Exploration + more 🚀ml-education · explainability · llms #242Aug 2023MadeWithML MLOps Course, Instruction Tuning Llama 2, Transparency LLMs Beyond OSS, AI Music Generation from META, How Google Manages Tech Debt + more 🚀llms #241Jul 2023Building a ChatGPT Terminal UI, HuggingFace Audio ML Course, Migrations as the Fix to Tech Debt, Vision & Language to Action ML, Tutorial Estimating Causal Effects + more 🚀llms · ml-research #240Jul 2023Principles for Responsible Gen AI, ML Feature Store at DeliveryHero, Generative AI Video Editing, Meta Public Release of Llama 2, Learn Self-Attention from Scratch + more 🚀ai-ethics · mlops · generative-ai #239Jul 2023Awesome Prod ML 5y & 14k ⭐, Stackoverflow on ML Ecosystem, Poisoning LLMs to Spread Misinfo, Survey on LLM Evaluations, Keras 3.0 on JAX, PyTorch & TF + more 🚀ml-security · llms #238Jul 2023UK Government AI Regulation, Andrew Ng Generative AI Course, MLOps at Reasonable Scale, Foundation Model Transparency, Train Serve Skew in ML Models + more 🚀ai-policy · mlops · llms #237Jul 2023ML System Design Case Studies, Future of Custom Tuned LLMs, LLM App to Prod Databaricks, Facebook Ranking Explained, Python at Netflix in Production + more 🚀llms #236Jun 2023The State of Production ML 2023, Economic Potential of Gen AI, Playing with Steamlit & LLMs, MITRE ML Security Mitigations, A/B Testing Problems & Learnings + more 🚀mlops · generative-ai · ml-security #235Jun 2023Machine Learning Security at NeurIPS, Google's Secure AI Framework, AI Fairness Across Linkedin, META's AI Music Generation, How Google Manages Tech Debt + more 🚀ml-security · ai-ethics · generative-ai #234Jun 2023OWASP Top 10 for Generative AI, Architectural Tech Debt Costs, Harvard's Intro to AI with Python, MLOps at Reasonable Scale, Securing AI Systems Series + more 🚀ml-security · mlops · ml-education #233Jun 2023Deep Learning GenAI Courses, Industral Transformer Forecasting, Ride Sharing App From Scratch, Writing LLM-Powered Applications, Programmer Interrupted Cost + more 🚀llms · ai-agents #232May 2023Water Footprint of Deep Learning, Karpathy on the State of GPT, 2023 State of AI from Databricks, Lessons Creating a GPT4 Plugin, Andrew Ng Next on 10 Years of AI + more 🚀llms #231May 2023Interactive AI GAN Image Editing, O'Reilly Trends to Watch 2023, U.S AI Policy Turning Point, Developer Experience Framework, Battle of Large Language Models + more 🚀generative-ai · ai-policy · llms #230May 2023The MLOps Fundamentals Guide, AI Prompt Injection Explained, Binance Real Time ML for Fraud, Scaling Prime Video Infrastructure, CMU Database Group Youtube + more 🚀mlops · ml-security #229May 2023LLM Applications for Production, AI Generating Music from Text, The Little Book of Deep Learning, Google Leaked Memo on OSS AI, New AI Programming Language + more 🚀llms · generative-ai · ml-education #228Apr 2023Call to Protect OSS AI in EU, Large Language Models Survey, Growth of AI Through Cloud Lens, Free LangChain Course Online, Neural Nets from Scratch in Zig + more 🚀ai-policy · llms #227Apr 2023MIT Course Foundation Models, The MLOps Bookshelf Collection, Curated Set of Key LLM Papers, AI Practical Codebase Analysis, RocksDB Under The Hood + more 🚀llms · mlops #226Apr 2023The Actually Open AI Chat-GPT, Building the Future with LLMs, Evolution of RecSys Architectures, Google's Responsible AI Agenda, ChatGPT Productivity Hacks + more 🚀llms · recommender-systems · ai-policy #225Apr 2023Stanford's AI Index Report 2023, FastAI New Advanced ML Course, Top ML Papers to Read in 2023, OpenAI Approach to AI Safety, Facebook's MLOps Ecosystem + more 🚀mlops · ai-policy · ml-education #224Apr 2023Facebook's MLOps Ecosystem, Twitter OSS Recommender Algo, Large Language Models MLOps, GPT-4-ALL Access with LLaMa, Finance GenAI w BloombergGPT + more 🚀mlops · llms · recommender-systems #223Mar 2023ChatGPT Internals and Interface, Training ML Across 1000 GPUs, Early Experiments with GPT4, The AI-Powered Dev Experience, Google ML Crashcourse w TF + more 🚀llms · ml-education #222Mar 2023Language Models ArXiv Paper, Discord's Trillions of Messages, LLM Prompt Engineering Guide, Fully OSS Alternative to ChatGPT, Airflow and Great Expectations + more 🚀llms · data-engineering #221Mar 2023LLM Stable Diffussion Moment, The Utility DataFlow Computing, Postgres Architecture Explained, Cost of Architectural Complexity, Migrating from Flask to FastAPI + more 🚀llms #220Mar 2023Large Language & Image Models, Real World ML Systems Survey, Coinbase High-Perf Data Series, NVIDIA OSS RecSys Ecosystem, 20 Lessons in 20 Years of Dev + more 🚀recommender-systems #219Feb 2023NeurIPS 2022 Production ML Videos, MIT Intro to Data-Centric ML, ML Innovation at Spotify with Ray + more 🚀ml-security · mlops #218Feb 2023Incredible PyTorch Ecosystem, Large Scale RecSys Architectures, Technology Trends 2023 February, Flask to FastAPI Migration Series, The ArXiv of ChatGPT Failures + more 🚀recommender-systems · llms #217Feb 2023Awesome Production ML OSS, Tech Behind Github Code Search, Preparing for the Europe AI Act, Rise of Enterprise AI Leadership, React.js The Documentary + more 🚀ml-security · ai-policy #216Feb 2023GitHub CEO on Europe & AI Act, Google's AI Text-Video Editing, Data Version Control AI Course, Andrew Ng on Data Centric AI, Monitoring at Scale Prom Tutorial + more 🚀ai-policy · generative-ai · mlops #215Jan 2023AI-Assisted Programming Costs, Text-to-basically-any-sound-effect, The Illustrated Stable Diffussion, Transformer Models Introduction, SQLAlchemy 2.0 Release Post + more 🚀generative-ai · llms #214Jan 2023Karpathy Building 0->1 ChatGPT, Raschka on Model Eval/Selection, Deep Learning Tuning Playbook, Hidden Tech Debt in Prod ML, Working with Golang and SQL + more 🚀llms · mlops #213Jan 2023Doordash from Heuristic to ML, Big Data w P(X) Data Structures, ML Papers Explained, Myths and Legends in HPC, Talking AI with AI from Greylock + more 🚀mlops · ml-research #212Jan 2023Production MLOps at Ubisoft, Measuring an Engineering Org, 2022-2023 Reviews & Predictions, Reinforcement Learning Summary, FastAPI Framework Best Practice + more 🚀mlops · reinforcement-learning #211Jan 2023Check out our new Awesome 2022-2023 Year-In-Review & Tech Predictions List 🚀, 2022-2023 Reviews & Predictions, Algos & Data Structures to Try, Day-1 Decisions Make or Break, Math for Computer Science & ML, Which AI Explanation to Choose + more 🚀explainability · ml-education