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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:Onnx Onnx Reference Evaluation
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Openai Openai python Audio Processing
- Workflow:Langchain ai Langchain Release Process
Principles
- Principle:Anthropics Anthropic sdk python Client Initialization
- Principle:Pyro ppl Pyro Hamiltonian Monte Carlo
- Principle:Togethercomputer Together python File Upload For Batch
- Principle:Protectai Llm guard Prompt Injection Detection
- Principle:Pyro ppl Pyro JIT Compilation
- Principle:Huggingface Transformers Modular Model Architecture
- Principle:Haosulab ManiSkill Sim2Real Bridge
- Principle:Langchain ai Langgraph Store Batch Operations
- Principle:Deepspeedai DeepSpeed DeepSpeed Configuration
- Principle:Allenai Open instruct Generation Benchmarking
Implementations
- Implementation:Pytorch Serve Index To Name Mapping
- Implementation:Huggingface Peft FourierFTModel
- Implementation:TobikoData Sqlmesh API Files
- Implementation:Tensorflow Serving ServerCore Create And ReloadConfig
- Implementation:Obss Sahi Create Coco Dict
- Implementation:Sail sg LongSpec Qwen2Glide Init
- Implementation:Google deepmind Mujoco Engine Sensor
- Implementation:Ggml org Ggml Webgpu shader lib
- Implementation:Open compass VLMEvalKit SmolVLM
- Implementation:Confident ai Deepeval Update LLM Span
Heuristics
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
Environments
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:FlowiseAI Flowise Database Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:DevExpress Testcafe Node Runtime
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Openai Whisper PyTorch CUDA