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:Langgenius Dify Knowledge Base Management
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Apache Kafka Release Candidate Staging
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
Principles
- Principle:NVIDIA TransformerEngine Rotary Position Embedding
- Principle:Astronomer Astronomer cosmos Telemetry And Observability
- Principle:Langgenius Dify Workflow Execution Monitoring
- Principle:Apache Kafka Release Tag And Vote
- Principle:Haifengl Smile Point Data Preparation
- Principle:Huggingface Trl PPO Trainer Initialization
- Principle:Heibaiying BigData Notes Kafka Message Sending
- Principle:Anthropics Anthropic sdk python Beta Type System
- Principle:Mlc ai Web llm Extension Client Engine
- Principle:Helicone Helicone Platform Statistics
Implementations
- Implementation:Infiniflow Ragflow FloatingChatWidgetMarkdown Component
- Implementation:Open compass VLMEvalKit Pixtral
- Implementation:Datahub project Datahub Emitter Emit
- Implementation:Triton inference server Server GenEnsembleModelUtils
- Implementation:Google deepmind Dm control MJCF Find Modify
- Implementation:Roboflow Rf detr RFDETR Predict
- Implementation:Apache Paimon TableCommit Commit
- Implementation:Deepset ai Haystack OpenAIChatGenerator
- Implementation:Datahub project Datahub MLModel Entity
- Implementation:Online ml River Dummy Estimators
Heuristics
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
Environments
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Tencent Ncnn Build Environment
- Environment:Vllm project Vllm Intel XPU
- Environment:Sail sg LongSpec Inference Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment