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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:Deepset ai Haystack Hybrid Document Search
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Mlc ai Mlc llm REST API Serving
Principles
- Principle:Huggingface Diffusers Training Dataset Preparation
- Principle:Deepseek ai Janus Conversation Formatting
- Principle:Interpretml Interpret Explanation Preservation
- Principle:Langgenius Dify Debug and Preview
- Principle:Langchain ai Langgraph Data Encryption
- Principle:Apache Hudi Read Environment Configuration
- Principle:Spotify Luigi Spark Job Definition
- Principle:Datahub project Datahub Entity Construction
- Principle:Vespa engine Vespa Script Resolution
- Principle:Apache Hudi Docker Prerequisites Check
Implementations
- Implementation:Google deepmind Mujoco Thread Queue
- Implementation:Ggml org Ggml Hexagon backend
- Implementation:Facebookresearch Habitat lab Benchmark init
- Implementation:CrewAIInc CrewAI Scrape Element Tool
- Implementation:Microsoft Onnxruntime TrainingRunner Run
- Implementation:VainF Torch Pruning Progressive Pruning Fn
- Implementation:Haotian liu LLaVA LLaVATrainer Train
- Implementation:Treeverse LakeFS Java SDK Model RepositoryCreation
- Implementation:Confident ai Deepeval GEval
- Implementation:Datahub project Datahub Docker CLI Quickstart
Heuristics
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Duckdb Duckdb Test Development Guidelines
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
Environments
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Unstructured IO Unstructured Ingest CLI