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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:Ggml org Llama cpp Model Quantization
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Huggingface Transformers Model Quantization
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
Principles
- Principle:Online ml River DenStream Clustering
- Principle:Kserve Kserve Prefill Decode Specification
- Principle:Pyro ppl Pyro Deterministic Computation
- Principle:Pyro ppl Pyro Gradient Clipping
- Principle:Tensorflow Serving Type Safe Erasure
- Principle:Guardrails ai Guardrails Validation Outcome Handling
- Principle:Allenai Open instruct Reward Verification
- Principle:Groq Groq python Speech Request Configuration
- Principle:Eventual Inc Daft Distributed Scaling Ray
- Principle:Tencent Ncnn PNNX Model Conversion
Implementations
- Implementation:InternLM Lmdeploy Gemm Types
- Implementation:Unslothai Unsloth Save Pretrained Merged
- Implementation:Mlflow Mlflow GraphQL Schema Autogeneration
- Implementation:Lance format Lance LegacyEncoder
- Implementation:Astronomer Astronomer cosmos DbtGraph Load And Build
- Implementation:Sgl project Sglang CPU Torch Extension
- Implementation:Allenai Open instruct DPO Tune Cache Main
- Implementation:Sktime Pytorch forecasting FullyConnectedModule
- Implementation:SeleniumHQ Selenium HasCdp
- Implementation:Pyro ppl Pyro ConditionMessenger
Heuristics
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Langgenius Dify Gevent Monkey Patching Order
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Obss Sahi Auto Slice Resolution
Environments
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Online ml River Build Toolchain
- Environment:Obss Sahi Python Image Processing
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Diagram of thought Diagram of thought Graphviz