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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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|---|---|---|
| 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:Tensorflow Serving Batched Inference Pipeline
- Workflow:Onnx Onnx Model Composition
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Volcengine Verl Data Preprocessing For RL
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Testtimescaling Testtimescaling github io Automated Citation Tracking
- Workflow:Mlc ai Web llm Basic Chat Completion
Principles
- Principle:Mlc ai Web llm Tool Call Extraction
- Principle:Dotnet Machinelearning Data Loading
- Principle:Huggingface Datasets NumPy Formatting
- Principle:Online ml River Anomaly Quantile Filtering
- Principle:Ggml org Ggml Quantized Matrix Multiplication
- Principle:Promptfoo Promptfoo External Data Source Integration
- Principle:MaterializeInc Materialize Multi Backend Data Ingestion
- Principle:Microsoft Onnxruntime Nodejs Output Processing
- Principle:Groq Groq python Message Construction
- Principle:Langgenius Dify Debug and Preview
Implementations
- Implementation:Mlfoundations Open flamingo Convert mmc4 to wds
- Implementation:Langchain ai Langchain Anthropic File Search
- Implementation:Neuml Txtai Embeddings Index
- Implementation:Open compass VLMEvalKit OmChat
- Implementation:Allenai Open instruct RM Evaluate
- Implementation:Huggingface Datatrove SingleBloomFilter
- Implementation:Microsoft Playwright DevtoolsController
- Implementation:Intel Ipex llm NPU Model Convert
- Implementation:Speechbrain Speechbrain DNS Audiolib
- Implementation:NVIDIA TransformerEngine JAX Cpp Normalization
Heuristics
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
Environments
- Environment:BerriAI Litellm Observability Stack
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Apache Spark Python Environment
- Environment:Openai Openai node WebSocket Dependency
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Intel Ipex llm NPU Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization