Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Kubeflow Pipelines Iterative Model Training
Principles
- Principle:Huggingface Optimum Task and Model Resolution
- Principle:Getgauge Taiko REPL Initialization
- Principle:Facebookresearch Audiocraft Diffusion UNet Architecture
- Principle:Ggml org Llama cpp Constrained Decoding
- Principle:Google research Deduplicate text datasets Self Similar Duplicate Detection
- Principle:Allenai Open instruct Data Decontamination
- Principle:Webdriverio Webdriverio Test Configuration Parsing
- Principle:Puppeteer Puppeteer Platform Detection
- Principle:ARISE Initiative Robosuite Placement Sampling
- Principle:Langfuse Langfuse Eval Error Handling and Retry
Implementations
- Implementation:ArroyoSystems Arroyo Sink V2 Open File
- Implementation:Huggingface Trl AutoModelForSequenceClassification From Pretrained
- Implementation:AUTOMATIC1111 Stable diffusion webui UI Components
- Implementation:Huggingface Trl PPOTrainer Train
- Implementation:BerriAI Litellm Router Budget Limiter
- Implementation:Vespa engine Vespa Publish Artifacts Sh
- Implementation:Teamcapybara Capybara Spec Has Select
- Implementation:Ollama Ollama Mtmd Qwen3VL
- Implementation:Ucbepic Docetl Directive ClarifyInstructions
- Implementation:Iterative Dvc Progress
Heuristics
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:LaurentMazare Tch rs CuDNN Benchmark Mode
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:Openai CLIP Linear Probe Regularization C
Environments
- Environment:Snorkel team Snorkel Dask Distributed
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Vllm project Vllm GitHub
- Environment:Cypress io Cypress Node Runtime Environment