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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:Avhz RustQuant Yield Curve Construction
- Workflow:Apache Druid SQL Query Execution
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Onnx Onnx Version Conversion
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
- Workflow:Triton inference server Server Ensemble Model Pipeline
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
Principles
- Principle:Duckdb Duckdb Adaptive Sorting
- Principle:Openai Openai python Realtime WebSocket Connection
- Principle:OWASP Www project top 10 for large language model applications Dependency Hash Pinning Verification
- Principle:Norrrrrrr lyn WAInjectBench Detection Rate Computation
- Principle:Googleapis Python genai Content Generation With Cache
- Principle:Lakeraai Pint benchmark Custom Eval Function Interface
- Principle:Scikit learn Scikit learn Feature Transformation
- Principle:Ggml org Llama cpp Evaluation Model Loading
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:Scikit learn Scikit learn Data Inspection
Implementations
- Implementation:Heibaiying BigData Notes WordCountMapper Map
- Implementation:Lance format Lance LegacyLogicalBinaryEncoding
- Implementation:Haosulab ManiSkill ManiSkillVectorEnv
- Implementation:Mage ai Mage ai GitHub Events Schema
- Implementation:Avhz RustQuant Forward Start Backend
- Implementation:Interpretml Interpret VisRenderer
- Implementation:Triton inference server Server GenQaIdentityModels
- Implementation:Mage ai Mage ai Twitter Ads Transform
- Implementation:Speechbrain Speechbrain Train AISHELL1 Transformer
- Implementation:Openai Openai python Response Refusal Done
Heuristics
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Rapidsai Cuml Dask Data Partitioning
Environments
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Vllm project Vllm CUDA
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn