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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:Duckdb Duckdb Extension Development And Distribution
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Openai Openai python Chat Completion
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Mistralai Client python Finetuning Job Management
Principles
- Principle:Fede1024 Rust rdkafka Manual Offset Management
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing script execution
- Principle:Vespa engine Vespa Script Resolution
- Principle:CrewAIInc CrewAI Tool Assignment
- Principle:Dagster io Dagster LLM Fine Tuning Orchestration
- Principle:DistrictDataLabs Yellowbrick Feature Importance Ranking
- Principle:Pyro ppl Pyro Effect Handler System
- Principle:Langfuse Langfuse LLM Execution for Experiments
- Principle:Gretelai Gretel synthetics DataFrame Reassembly
- Principle:Apache Flink Compacted Committable Emission
Implementations
- Implementation:SeldonIO Seldon core Seldon Pipeline CRD
- Implementation:Huggingface Diffusers Video Pipeline From Pretrained
- Implementation:LaurentMazare Tch rs Resnet18 No Final Layer
- Implementation:Openai Openai node Transcriptions Create
- Implementation:Spcl Graph of thoughts AbstractLanguageModel
- Implementation:MarketSquare Robotframework browser Clock Keywords
- Implementation:Google deepmind Dm control Multiplayer Tracking Camera
- Implementation:Ollama Ollama XServer Show
- Implementation:Mlflow Mlflow Set Tracking Uri and Set Experiment
- Implementation:CARLA simulator Carla WorldSnapshot Class
Heuristics
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Fastai Fastbook Progressive Resizing
Environments
- Environment:Huggingface Datasets Search Dependencies
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Vllm project Vllm Python Dependencies
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Vllm project Vllm Buildkite
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Apache Airflow Development Contributor Environment
- Environment:Roboflow Rf detr Roboflow Deployment Credentials