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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:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Promptfoo Promptfoo LLM Evaluation
Principles
- Principle:Ggml org Llama cpp Debugging
- Principle:Apache Druid SQL Ingestion Monitoring
- Principle:ArroyoSystems Arroyo Two Phase Commit
- Principle:Datahub project Datahub Recipe Configuration
- Principle:Tensorflow Tfjs Layer Wrapping
- Principle:Bigscience workshop Petals Environment Setup
- Principle:Langchain ai Langchain Rate Limiting
- Principle:OpenBMB UltraFeedback Instruction Sampling
- Principle:Bitsandbytes foundation Bitsandbytes LLM Int8 Linear Layer
- Principle:Ggml org Ggml Vision Model Loading
Implementations
- Implementation:Arize ai Phoenix Anthropic Adapter
- Implementation:Tensorflow Serving MakeJsonFromTensors
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Linear Scale
- Implementation:Huggingface Datatrove InferenceServer
- Implementation:Iterative Dvc Experiments Apply Remove
- Implementation:Microsoft LoRA GPT2 Finetuning Script
- Implementation:Openai Openai python Response Reasoning Summary Text Delta
- Implementation:Elevenlabs Elevenlabs python VoicesClient Search
- Implementation:CARLA simulator Carla ActorDescription
- Implementation:Dotnet Machinelearning FastTree LambdaMART Derivatives
Heuristics
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:SeleniumHQ Selenium Thread Safety With ThreadGuard
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Allenai Open instruct GPU Memory Utilization
Environments
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Apache Kafka Release Toolchain Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Intel Ipex llm Pipeline Parallel Environment