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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:Togethercomputer Together python Image Generation
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Groq Groq python Batch Processing
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:BerriAI Litellm Fine Tuning Job
Principles
- Principle:Huggingface Transformers Trainer Initialization
- Principle:Cohere ai Cohere python Training Monitoring
- Principle:Run llama Llama index Query Execution
- Principle:Pyro ppl Pyro Bayesian Optimization
- Principle:Fastai Fastbook Language Model Fine Tuning
- Principle:Nautechsystems Nautilus trader Order Creation
- Principle:Ollama Ollama GGUF Model Conversion Mistral Causal
- Principle:Heibaiying BigData Notes MapReduce Reduce Phase
- Principle:Junyanz Pytorch CycleGAN and pix2pix Image Pool Stabilization
- Principle:Google deepmind Mujoco BVH Acceleration
Implementations
- Implementation:MarketSquare Robotframework browser Wait For Response Wait For Request
- Implementation:Microsoft LoRA Run GLUE No Trainer
- Implementation:Astronomer Astronomer cosmos SnowflakeUserPasswordProfileMapping
- Implementation:MaterializeInc Materialize Query Fitness Module
- Implementation:Haotian liu LLaVA Make Delta
- Implementation:BerriAI Litellm Vector Store Files API
- Implementation:Lance format Lance Plan Compaction
- Implementation:TobikoData Sqlmesh Context Plan
- Implementation:Sgl project Sglang Build Regex From Object
- Implementation:Datahub project Datahub Docker Health Check Pattern
Heuristics
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Microsoft BIPIA OpenAI Rate Limit Retry
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
Environments
- Environment:Sgl project Sglang Prometheus
- Environment:Intel Ipex llm Windows Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Intel Ipex llm XPU Inference Environment