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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:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Neuml Txtai Model Training
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:Openai Openai node Chat Completion
- Workflow:Iterative Dvc Data Tracking
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Microsoft Playwright Trace recording and debugging
Principles
- Principle:Eric mitchell Direct preference optimization Hydra Configuration
- Principle:Haosulab ManiSkill Domain Randomization
- Principle:Dotnet Machinelearning SIMD Vector Math
- Principle:Ollama Ollama Server Initialization
- Principle:Onnx Onnx Model Serialization
- Principle:Wandb Weave Release Push
- Principle:Apache Hudi Write Operation Configuration
- Principle:Online ml River Online Decision Trees
- Principle:Heibaiying BigData Notes Kafka Rebalancing and Shutdown
- Principle:Astronomer Astronomer cosmos Graph Entity Model
Implementations
- Implementation:Run llama Llama index TransformRetriever
- Implementation:Farama Foundation Gymnasium Continuous MountainCarEnv
- Implementation:Pola rs Polars Sink Operations
- Implementation:Kserve Kserve OpenVINO Runtime
- Implementation:FlowiseAI Flowise InviteUsersDialog
- Implementation:Online ml River Metrics Base
- Implementation:Hpcaitech ColossalAI Eval Utilities
- Implementation:Open compass VLMEvalKit Build Judge
- Implementation:Apache Paimon RestApi
- Implementation:Apache Flink Pool
Heuristics
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Huggingface Open r1 vLLM GPU Allocation
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
Environments
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment