Sitemap - 2024 - Society's Backend: Machine Learning for Software Engineers

Resources to Get a Job in ML, Post-Transformer Architectures, What's in Store for 2025, and More

Google Leads New AI Releases, OpenAI Gives First Glimpse of AGI with o3, AI Policy Will Be Interesting Going Forward, and More

MASSIVE New Model Releases from Google, OpenAI, and Meta Change the AI Landscape

LLM Research Recap of 2024, Fine-tuning LLM Judges, Amazon's Nova Models, Google's Genie 2, and More

A Fundamental Overview of Machine Learning Experimentation [Part 1]

Allen AI and DeepSeek are Taking Off, Professional Advice for Working in AI, Agentic Web Design, and More

Chinese AI is Less Expensive, What it's Like to Work in AI, an Evaluation Framework for Voice Agents, and More

What it's Like to Work in AI and Advice from 10 AI Professionals

Side Projects to Get a Job in ML, a Survey of Small Language Models, How to Build ML Pipelines, and More

Digitizing Smell, Automatic Prompt Optimization, Targeted AI Regulation, an Intro to AI Agents, and More

AI and Software Reading List 4: State of the Job Market, Apple's Private Cloud Compute Released for Auditing, AI Generated Video Games, and More

AI Reading List 3: Meta's Self-Taught Evaluator, AI for Cancer Diagnosis, and a Technical Perspective on Google Search

A Technical Perspective: Has Google Search Gotten Worse?

AI Reading List 2: Mathematical Limitations of LLMs, A SQL Roadmap for Data Science, and Multi-Datacenter Training

AI Reading List 1: Understand Transformers, Reflection-70B Update, and LLMs Still Cannot Reason

Should You Get a PhD?

New Evals for Better Models, AI Research Papers Made Easier to Understand, Train Your Own Flux LoRA, and More

Reverse engineering OpenAI’s o1

OpenAI's o1, Model Merging, California Approves AI Regulation, and More

Discussions around OpenAI's o1, Superhuman AI, When AI Should Be An App, and More

1000+ AI Agents Make a Civilization, xAI Creates the Largest Supercomputer in 4 Months, Possible AI Research Fraud, and More

Founder Mode, How AI Impacts Education, Diffusion Models As Real-Time Game Engines, and More

The FTC Cracks Down on Fake AI-Generated Reviews, Midjourney Available on the Web, AI Used to Farm Fish, and More

Pelosi opposes SB 1047, New LLM Training Paradigms, Prompt Caching to Save 90% of API Costs, and More

One Year of Society's Backend

Godmother of AI Warns Against Regulation, Apple Intelligence System Prompts, Faster and Cheaper AI, and More

What Makes Machine Learning so Hard for Software Engineers

Meta's New Segmentation Model, A New Open-Source Image Generation Model, Apple Intelligence Model Reports, and More

How to Use Benchmarks to Build Successful Machine Learning Systems

Using LLMs for Evaluation

LLM-as-a-Judge, Instruction Pretraining, Solving Benchmarks Instead of Real-World ML Problems, and More

The State of AI in China

OpenAI's Strawberry May Enhance AI Reasoning, Optimization of Vision Language Models, Info on Machine Learning Reproducibility, and More

Why Machine Learning Systems Misbehave

All Machine Learning Resources and Updates 7/8/24

MatMul-free Machine Learning Can Improve Efficiency, Excellent Foundational Learning Resources, SSMs Might Be Better Than Transformers, and More

The Method Google Used to Reduce LLM Size by 66%

Google AI Essentials, A New LLM Benchmark, Washington's AI Task Force, and More [Top 10 ML Resource List for 6/28/24]

AI Video Editing, MLX vs PyTorch, AI in Space, and More [Comprehensive ML Resource List for 6/28/24]

Understanding Kolmogorov–Arnold Networks: Possible Successors to MLPs? [Breakdowns]

Top 10 Machine Learning Resources and Updates 06/21/2024

All Machine Learning Resources and Updates 06/21/2024

The Fastest Way to Get Up to Speed on Machine Learning Fundamentals for Free

All Machine Learning Resources and Updates 06/14/2024

Top 10 Machine Learning Resources and Updates 06/14/2024

What Apple Intelligence Means for You

Would You Build the Manhattan Project in the UAE?

Why Software Engineers Need to Understand Machine Learning

JAX is for More Than Just Machine Learning

The Unfortunate Truth Regarding AI Regulation

OpenAI’s Blunder is a Loss for the ML Community

No One Should Be GPU Poor

Weekly Backend #7: 39 Resources and Updates

What is Retrieval Augmented Generation?

Weekly Backend #6: 59 Resources and Updates, AI is Taking Off in Medicine

Why MLX is Important for the ML Community

Weekly Backend #5: 55 Resources

What you need to understand about LLM creativity

Weekly Backend #4: 62 Total Resources

Things Everyone Should Understand About the Stanford AI Index Report

Why Rust Isn't Killing C++

Know Your Benchmarks

Run Your Own Race

Backend Biweekly #3: 97 Updates and Resources

Why Gemini's Struggles Aren't Straightforward

Devin Has Exposed a Major Issue with Software Engineering

Backend Biweekly #2: 112 Total Updates and Resources

Why Machine Learning Technical Debt is Especially Bad

The Metrics Machine Learning Engineers Care About That Modelers Don't

Backend Biweekly #1: Important AI Developments and ML Learning Resources

Updates to Society's Backend

Why Machine Learning Terminology is So Confusing

Alignment: Understanding the Multi-Billion Dollar Opportunity within Machine Learning

I Beat Newsletter Fatigue With AI

Bridging the Gap from Simple Algebra to Machine Learning

The Step-by-Step Guide to Becoming a Machine Learning Engineer

If You Understand Bananas, You Can Understand Machine Learning

Clarifying DEI

Welcome to 2024: The Year Where AI is No Longer an Option