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:BerriAI Litellm Proxy Server Deployment
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:FMInference FlexLLMGen Text Completion API
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
Principles
- Principle:Kserve Kserve Pool Tuning
- Principle:Langgenius Dify Deployment Upgrade
- Principle:Speechbrain Speechbrain Speech Translation Training
- Principle:DistrictDataLabs Yellowbrick Dataset Loading
- Principle:Online ml River Incremental KMeans Clustering
- Principle:LLMBook zh LLMBook zh github io PEFT LoRA Configuration
- Principle:Guardrails ai Guardrails Stream Invocation
- Principle:Googleapis Python genai Image Upscaling
- Principle:Protectai Llm guard Competitor Name Detection
- Principle:Romsto Speculative Decoding Encoder Decoder Speculative Decoding
Implementations
- Implementation:Pyro ppl Pyro SparseGammaDEF
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Factory
- Implementation:Predibase Lorax Fused LayerNorm
- Implementation:Microsoft Autogen MagenticOne Orchestrator
- Implementation:Ollama Ollama Tools Template
- Implementation:Huggingface Diffusers Consolidated Test Report
- Implementation:Sgl project Sglang CPU Torch Extension
- Implementation:NVIDIA DALI Ops Util Gridmask
- Implementation:SeleniumHQ Selenium Closure UI Container
- Implementation:Open compass VLMEvalKit OmniDocBench
Heuristics
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Huggingface Open r1 Distributed Training Configuration
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
Environments
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Togethercomputer Together python API Credentials
- Environment:Apache Beam Java Build Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Vllm project Vllm Python
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Ucbepic Docetl Python Runtime