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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:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Infiniflow Ragflow Document Processing Pipeline
Principles
- Principle:Huggingface Datatrove IPC Data Reading
- Principle:Arize ai Phoenix Span Annotation
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:Ollama Ollama GGUF Model Conversion Gemma
- Principle:Google deepmind Dm control Manipulation Environment Loading
- Principle:Iterative Dvc Artifact Resolution
- Principle:Scikit learn Scikit learn Search Execution
- Principle:Isaac sim IsaacGymEnvs Task Testing Iteration
- Principle:Apache Paimon Catalog Initialization
- Principle:Onnx Onnx Result Validation
Implementations
- Implementation:Apache Beam StreamingDataflowWorker FromOptions
- Implementation:Promptfoo Promptfoo Docusaurus Config
- Implementation:Openai CLIP Clip Load
- Implementation:Lance format Lance ListEncoding
- Implementation:Apache Paimon GlobalIndexScanBuilder Build
- Implementation:Kornia Kornia In Range
- Implementation:BerriAI Litellm Logging Worker
- Implementation:NVIDIA TransformerEngine Cross Entropy
- Implementation:Tensorflow Tfjs Core Layers Test
- Implementation:Online ml River Stats EWVar
Heuristics
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Huggingface Transformers Mixed Precision Training Selection
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
Environments
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Vllm project Vllm Buildkite
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Allenai Open instruct Ray Distributed