Main Page
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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.
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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:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Wandb Weave Prompt Management
Principles
- Principle:Sgl project Sglang Parallel Branching Logic
- Principle:Apache Airflow Configuration Resolution
- Principle:Apache Spark Distribution Packaging
- Principle:Mlc ai Web llm Model Selection
- Principle:Rapidsai Cuml Cluster Model Fitting
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:FMInference FlexLLMGen DeepSpeed Package Build
- Principle:DataExpert io Data engineer handbook DataFrame Write To Table
- Principle:Explodinggradients Ragas Optimization Loss Functions
- Principle:ARISE Initiative Robosuite Manipulation Task Design
Implementations
- Implementation:Microsoft BIPIA Smart Tokenizer And Embedding Resize
- Implementation:Microsoft Onnxruntime OrtSession JNI
- Implementation:FlowiseAI Flowise ArrayRenderer
- Implementation:Teamcapybara Capybara Server Middleware
- Implementation:Infiniflow Ragflow TestingResult Component
- Implementation:Microsoft Playwright WkWorkers
- Implementation:Iterative Dvc Dependency Dataset
- Implementation:Huggingface Datasets Get Dataset Config Info
- Implementation:Speechbrain Speechbrain Train TimersAndSuch Decoupled
- Implementation:FlowiseAI Flowise OpenAIAssistantLayout
Heuristics
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:ContextualAI HALOs Batch Size Divisibility
Environments
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Cypress io Cypress Browser Requirements
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Sgl project Sglang Grafana
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Lucidrains X transformers Python Environment