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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:Langchain ai Langgraph Persistence and Memory Setup
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Openai Openai node Chat Completion
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
Principles
- Principle:Scikit learn Scikit learn Gradient Boosting Classification
- Principle:Huggingface Datatrove Pipeline Step Abstraction
- Principle:Sail sg LongSpec Data Preparation
- Principle:Pola rs Polars Input Data Preparation
- Principle:ArroyoSystems Arroyo Two Phase Commit
- Principle:Openclaw Openclaw Extension Type Identification
- Principle:Datajuicer Data juicer Statistics Computation
- Principle:Ggml org Ggml CPU Feature Detection
- Principle:Sgl project Sglang Engine Initialization
- Principle:Mlc ai Web llm Tool Call Extraction
Implementations
- Implementation:Alibaba ROLL AutoConfig
- Implementation:NVIDIA NeMo Curator Wikipedia Downloader
- Implementation:Togethercomputer Together python CLI Main Entry
- Implementation:Infiniflow Ragflow ChunkCard Component
- Implementation:Vespa engine Vespa KStemmer Stem
- Implementation:Triton inference server Server L0 Cuda Graph Test
- Implementation:Explodinggradients Ragas CacheInterface And DiskCacheBackend
- Implementation:BerriAI Litellm Caching Handler
- Implementation:Mit han lab Llm awq Serve Controller
- Implementation:Getgauge Taiko Gauge Env Properties
Heuristics
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
Environments
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Iterative Dvc Git SCM Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Openai Openai node OpenAI API Credentials