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:Onnx Onnx Model Creation
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Wandb Weave LLM Integration Tracing
- Workflow:DataExpert io Data engineer handbook Flink Kafka Streaming Pipeline
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Huggingface Optimum Model Export
- Workflow:Mlflow Mlflow LLM Tracing
Principles
- Principle:OpenHands OpenHands LiteLLM Provisioning
- Principle:CARLA simulator Carla Recording Event Querying
- Principle:Datajuicer Data juicer Operator Instantiation
- Principle:Heibaiying BigData Notes HBase Data Reading
- Principle:Tencent Ncnn Foreign Model Conversion
- Principle:Cypress io Cypress DOM Assertion and Interaction
- Principle:Roboflow Rf detr Serverless Inference
- Principle:Intel Ipex llm QLoRA Model Loading
- Principle:Alibaba ROLL Distillation Dataset Preparation
- Principle:Unstructured IO Unstructured Continuous Integration
Implementations
- Implementation:BerriAI Litellm Agent Types
- Implementation:Pyro ppl Pyro SineSkewed
- Implementation:Pytorch Serve IpexLLMHandler
- Implementation:Getgauge Taiko Install Chromium
- Implementation:DistrictDataLabs Yellowbrick JointPlot Visualizer
- Implementation:ArroyoSystems Arroyo Shutdown Handler
- Implementation:Microsoft Semantic kernel Python Pyproject Configuration
- Implementation:ArroyoSystems Arroyo Kinesis Source
- Implementation:CARLA simulator Carla Show Traffic Lights Tool
- Implementation:Langchain ai Langgraph Pregel Get State History
Heuristics
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
Environments
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Obss Sahi Python Pycocotools
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Fastai Fastbook CUDA GPU Environment