Main Page
27,667
Total Pages
1,118
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Trailofbits Fickling Safe ML Model Loading
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Huggingface Open r1 Reasoning Data Generation
Principles
- Principle:Deepset ai Haystack Embedding Based Retrieval
- Principle:OpenGVLab InternVL Segmentation Decode Head
- Principle:Confident ai Deepeval OpenAI Agents Instrumentation
- Principle:Allenai Open instruct Checkpoint Saving
- Principle:Microsoft Semantic kernel Orchestration Runtime
- Principle:Nautechsystems Nautilus trader Exchange Adapter Configuration
- Principle:AnswerDotAI RAGatouille Semantic Search
- Principle:Microsoft Agent framework Declarative Tool Binding
- Principle:Cohere ai Cohere python Chat Completion Request
- Principle:Kubeflow Kubeflow Multi User Configuration
Implementations
- Implementation:Explodinggradients Ragas Faithfulness Metric
- Implementation:Tencent Ncnn YOLACT Example
- Implementation:Facebookresearch Habitat lab Agent ABC
- Implementation:Infiniflow Ragflow DocumentService Run
- Implementation:NVIDIA TransformerEngine PyTorch Ext Attention
- Implementation:Apache Kafka CoordinatorRuntime ScheduleLoadOperation
- Implementation:Microsoft Autogen TaskResult Console
- Implementation:Microsoft Autogen Swarm Run Stream
- Implementation:Ucbepic Docetl InstantiateSchemas
- Implementation:Hpcaitech ColossalAI AccumulativeMeanMeter
Heuristics
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
Environments
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Pola rs Polars Python Runtime Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Apache Druid Integration Test Docker
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment