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Principles
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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:Truera Trulens RAG With Guardrails
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Online ml River Time Series Forecasting
- Workflow:Openai Openai python Audio Processing
- Workflow:Allenai Open instruct Reward Model Training
Principles
- Principle:Pyro ppl Pyro Mixture Models
- Principle:Apache Paimon Blob Metadata Writing
- Principle:Huggingface Datasets Dataset Testing
- Principle:CarperAI Trlx SFT Configuration
- Principle:Trailofbits Fickling Pickle Bytecode Parsing
- Principle:Facebookresearch Habitat lab HITL Application Configuration
- Principle:Volcengine Verl Prompt Template Design
- Principle:Avhz RustQuant Order Management
- Principle:BerriAI Litellm Request Construction
- Principle:Nightwatchjs Nightwatch Project Initialization
Implementations
- Implementation:Bigscience workshop Petals InferenceSession
- Implementation:Lance format Lance LanceBuffer
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Encode
- Implementation:NVIDIA DALI KernelManager
- Implementation:Heibaiying BigData Notes HdfsUtils HDFS Operations
- Implementation:Apache Paimon LookupStrategy
- Implementation:CrewAIInc CrewAI RAG MySQL Loader
- Implementation:Scikit learn Scikit learn ImageFeatureExtraction
- Implementation:CARLA simulator Carla TrafficManagerLocal
- Implementation:OpenGVLab InternVL ScienceQA Prompt Conversion
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
Environments
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Vllm project Vllm Environment Variables
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Farama Foundation Gymnasium JAX Functional Backend