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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.
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| 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:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Onnx Onnx Model Validation
- Workflow:Apache Dolphinscheduler Datasource Connection Management
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
Principles
- Principle:Norrrrrrr lyn WAInjectBench Checkpoint Export
- Principle:Arize ai Phoenix Evaluation Result Analysis
- Principle:TobikoData Sqlmesh Sqlmesh Initialization For Dbt
- Principle:TA Lib Ta lib python Price Data Preparation
- Principle:NVIDIA TransformerEngine FSDP Integration
- Principle:Google deepmind Mujoco Kinematics
- Principle:Huggingface Optimum Task and Model Resolution
- Principle:Huggingface Datatrove Pipeline Failure Diagnosis
- Principle:CARLA simulator Carla Simulator Packaging
- Principle:NVIDIA NeMo Aligner SFT Data Preparation
Implementations
- Implementation:NVIDIA TransformerEngine Ops UB Backward Linear
- Implementation:SeleniumHQ Selenium Page Object Test Pattern
- Implementation:Puppeteer Puppeteer Sort Test Expectations
- Implementation:Anthropics Anthropic sdk python Thinking Stream Events
- Implementation:Infiniflow Ragflow LargeModelFormField Component
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Backward Step
- Implementation:Isaac sim IsaacGymEnvs DR Utils Random Samples
- Implementation:BerriAI Litellm Dual Cache
- Implementation:Ray project Ray Ray Init For Actors
- Implementation:Kornia Kornia Stable Diffusion Dissolving
Heuristics
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
Environments
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Arize ai Phoenix Python Runtime
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Apache Beam Portable Runner Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Protectai Modelscan H5py Optional