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:Danijar Dreamerv3 Train And Evaluate
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Elevenlabs Elevenlabs python Text to Speech Generation
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
Principles
- Principle:Deepseek ai Janus VAE Decoding
- Principle:DistrictDataLabs Yellowbrick Elbow Method Cluster Selection
- Principle:Helicone Helicone Feature Gating
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:Microsoft Onnxruntime Session Options Configuration
- Principle:Scikit learn Scikit learn Semi Supervised Learning
- Principle:Speechbrain Speechbrain Audio Interpretability
- Principle:Shiyu coder Kronos Tokenizer Loading
- Principle:Haotian liu LLaVA Weight Delta Computation
- Principle:Mit han lab Llm awq NVILA Model Construction
Implementations
- Implementation:Huggingface Alignment handbook Get Dataset
- Implementation:TobikoData Sqlmesh Plan Context
- Implementation:SeleniumHQ Selenium Closure Dom Selection
- Implementation:Online ml River Tree Splitter Random
- Implementation:Microsoft LoRA Check Copies
- Implementation:CarperAI Trlx Random Walk Environment
- Implementation:BerriAI Litellm App Crypto
- Implementation:LLMBook zh LLMBook zh github io AutoPeftModelForCausalLM Merge And Unload
- Implementation:Tencent Ncnn TF Dialect
- Implementation:Cohere ai Cohere python AwsEmbeddings
Heuristics
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:OpenGVLab InternVL Packed Training Buffer Management
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
Environments
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Apache Flink Python PyFlink Environment
- Environment:Langgenius Dify Python Backend Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Infiniflow Ragflow Data Source Credentials