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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:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Obss Sahi Sliced Inference Pipeline
- Workflow:Ollama Ollama Custom Model Creation
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:ARISE Initiative Robosuite Human Demonstration Collection
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Gretelai Gretel synthetics DataFrame Batch Synthesis
Principles
- Principle:Intel Ipex llm Embedding And Vector Store
- Principle:Cypress io Cypress CI Parallelization
- Principle:Huggingface Datasets XML Dataset Building
- Principle:Promptfoo Promptfoo Remote Assertion Evaluation
- Principle:Open compass VLMEvalKit API Model Inference
- Principle:OpenHands OpenHands Server Startup
- Principle:AUTOMATIC1111 Stable diffusion webui LDSR Upscaler
- Principle:OpenRLHF OpenRLHF Model Checkpointing
- Principle:TA Lib Ta lib python OHLC Data Preparation
- Principle:Nightwatchjs Nightwatch Browser Command Execution
Implementations
- Implementation:Infiniflow Ragflow Common Util
- Implementation:ARISE Initiative Robosuite RobotiqThreeFingerGripper
- Implementation:Farama Foundation Gymnasium HumanoidStandupEnv V4
- Implementation:BerriAI Litellm Email Alert Types
- Implementation:Avhz RustQuant BrownianMotion
- Implementation:Haosulab ManiSkill UnitreeGo2
- Implementation:Norrrrrrr lyn WAInjectBench load detector text
- Implementation:DataTalksClub Data engineering zoomcamp Spark Read Parquet
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda CSV Consumer
- Implementation:Iterative Dvc Stage Run
Heuristics
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Dagster io Dagster Batch Size Tuning
Environments
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Intel Ipex llm Windows Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Getgauge Taiko Linux System Libraries
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Sgl project Sglang CPU
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:NVIDIA NeMo Curator Video Codec Stack