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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:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:TobikoData Sqlmesh Environment management
Principles
- Principle:Huggingface Diffusers Training Dataset Preparation
- Principle:Ucbepic Docetl LLM Powered Text Extraction
- Principle:Microsoft Agent framework Custom Aggregation Pattern
- Principle:Scikit learn Scikit learn Search Execution
- Principle:Deepspeedai DeepSpeed Pipeline Evaluation
- Principle:Tensorflow Serving Test Model Export
- Principle:Snorkel team Snorkel Label Quality Evaluation
- Principle:Arize ai Phoenix Evaluation Data Preparation
- Principle:Isaac sim IsaacGymEnvs Checkpoint Export and Logging
- Principle:Togethercomputer Together python Audio Translation
Implementations
- Implementation:Pyro ppl Pyro SV DKL
- Implementation:Microsoft Onnxruntime CPU GatherNDGrad
- Implementation:Apache Druid ServicePropertiesTable
- Implementation:Neuml Txtai Similarity Pipeline
- Implementation:NVIDIA TransformerEngine JAX Cpp Quantization
- Implementation:Fede1024 Rust rdkafka AdminClient
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval QReCC
- Implementation:Datahub project Datahub Sidebars Config
- Implementation:Openclaw Openclaw Platform Credential Helpers
- Implementation:Online ml River Compose Select
Heuristics
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
Environments
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Allenai Open instruct Docker Container
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime