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:Huggingface Datatrove Synthetic Data Generation
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
Principles
- Principle:Tensorflow Tfjs Task Head Construction
- Principle:Run llama Llama index Text Chunking
- Principle:AUTOMATIC1111 Stable diffusion webui SD3 Diffusion Pipeline
- Principle:TA Lib Ta lib python Version Compatibility
- Principle:OpenGVLab InternVL Flash Attention Patching
- Principle:Neuml Txtai Interactive Console
- Principle:Lm sys FastChat DeepSpeed LoRA Training
- Principle:Promptfoo Promptfoo Provider Interface
- Principle:Apache Druid SQL Input Source Selection
- Principle:Interpretml Interpret Model Finalization After Merge
Implementations
- Implementation:Kserve Kserve InferenceGraph Full CRD
- Implementation:Langfuse Langfuse API Media Schema
- Implementation:Openai Openai node Eval Runs Resource
- Implementation:Lance format Lance Chunker
- Implementation:Openclaw Openclaw ResolveEffectiveToolPolicy
- Implementation:Heibaiying BigData Notes Spark Read External Data
- Implementation:Hpcaitech ColossalAI SafetyBenchZHDataset
- Implementation:Duckdb Duckdb Zstd Compressor
- Implementation:LMCache LMCache Controller Utils
- Implementation:Langfuse Langfuse DatasetRunItemUpsertQueue
Heuristics
- Heuristic:Confident ai Deepeval Secret Management Best Practices
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
Environments
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Mistralai Client python Azure Deployment Environment