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:Wandb Weave SDK Release
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Eric mitchell Direct preference optimization DPO Preference Training
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
Principles
- Principle:Huggingface Diffusers Model Freezing
- Principle:Scikit learn Scikit learn Clustering
- Principle:Evidentlyai Evidently Text Descriptor Configuration
- Principle:Helicone Helicone Provider Dashboard Integration
- Principle:Spotify Luigi File System Abstraction
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Langchain ai Langgraph Remote Client Connection
- Principle:Huggingface Peft Prompt Tuning
- Principle:Alibaba MNN Model Format Conversion
- Principle:Langfuse Langfuse Event Validation and Schema Parsing
Implementations
- Implementation:Mlc ai Mlc llm Prefix Cache
- Implementation:Langchain ai Langchain UV Build
- Implementation:LMCache LMCache FIFO Cache Policy
- Implementation:Apache Dolphinscheduler FailoverCoordinator WorkerFailover
- Implementation:Infiniflow Ragflow Admin NavigationLayout Component
- Implementation:Heibaiying BigData Notes HBaseUtils PutRow
- Implementation:Liu00222 Open Prompt Injection Application defense preparation
- Implementation:Google deepmind Mujoco Engine Collision Driver
- Implementation:Protectai Llm guard Output Sentiment
- Implementation:Speechbrain Speechbrain Prepare TIMIT
Heuristics
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Microsoft LoRA LoRA Rank Selection
Environments
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Deepspeedai DeepSpeed CPU Environment