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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:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
Principles
- Principle:Huggingface Datasets Work Sharding
- Principle:Openai Openai python API Error Handling
- Principle:Ucbepic Docetl Programmatic Optimization
- Principle:Sktime Pytorch forecasting V2 Data Pipeline
- Principle:Google deepmind Dm control Observable Configuration
- Principle:Rapidsai Cuml Clustering Evaluation
- Principle:Kubeflow Kubeflow Documentation Update
- Principle:FlowiseAI Flowise Agentflow Edge Validation
- Principle:Romsto Speculative Decoding Logits Processing
- Principle:NVIDIA NeMo Curator MinHash Signature Computation
Implementations
- Implementation:Farama Foundation Gymnasium InvertedPendulumEnv V5
- Implementation:Langchain ai Langgraph Storm Example
- Implementation:Ggml org Llama cpp Common Speculative Type
- Implementation:ARISE Initiative Robosuite TwoArmTransport Environment
- Implementation:Mlc ai Mlc llm Top P Pivot
- Implementation:Facebookresearch Audiocraft AudioSeal WMModel
- Implementation:BerriAI Litellm Policy Templates
- Implementation:Allenai Open instruct Get Cached Dataset Tulu
- Implementation:Webdriverio Webdriverio XPath PageSourceExecutor
- Implementation:Hiyouga LLaMA Factory Generating Args
Heuristics
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Pola rs Polars Lazy Over Eager Preference
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Snorkel team Snorkel Minimum Three LFs
Environments
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Openai Whisper Triton
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Sgl project Sglang CUDA GPU Runtime