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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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|---|---|---|
| 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:Openai Openai node Chat Completion
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Openai Openai python Chat Completion
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Wandb Weave SDK Release
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
Principles
- Principle:Tensorflow Serving Loader Abstraction
- Principle:Kserve Kserve PD Scheduler Routing
- Principle:Huggingface Datasets PyTorch DataLoader Integration
- Principle:Duckdb Duckdb Build Environment Setup
- Principle:PacktPublishing LLM Engineers Handbook Quantized Model Loading
- Principle:Apache Paimon Indexed Split Result Retrieval
- Principle:Helicone Helicone Legal Compliance
- Principle:Teamcapybara Capybara Selector Modification
- Principle:Ggml org Llama cpp Context Extension
- Principle:Bigscience workshop Petals Health Monitoring
Implementations
- Implementation:Microsoft DeepSpeedExamples Text Generation Test
- Implementation:Vibrantlabsai Ragas SimplePrompt
- Implementation:Ucbepic Docetl Directive AgentUtils
- Implementation:Open compass VLMEvalKit OlmOCRBench Katex Render
- Implementation:Lance format Lance LanceNamespaceTrait
- Implementation:Huggingface Diffusers ModelMixin From Pretrained Frozen
- Implementation:EvolvingLMMs Lab Lmms eval logging utils
- Implementation:Roboflow Rf detr Save GT Predictions Visualization
- Implementation:Alibaba MNN FlatBuffers IDL Gen Lobster
- Implementation:CrewAIInc CrewAI Oxylabs Amazon Search Tool
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Togethercomputer Together python Retry Backoff Strategy
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Avdvg InjectGuard Embedding Normalization Cosine Equivalence
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
Environments
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment