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 with the Leeroopedia MCP setup guide. Let it search docs, build plans, verify code, and diagnose failures on your behalf.
Go end-to-end. Leeroopedia gives your agent the knowledge. Kapso gives it the ability to act on it: research, experiment, and deploy.
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:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:Groq Groq python Text Embedding
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Cohere ai Cohere python Model Finetuning
Principles
- Principle:ClickHouse ClickHouse Binary Linking
- Principle:Risingwavelabs Risingwave Workspace Dependency Management
- Principle:Heibaiying BigData Notes HDFS Java API Operations
- Principle:Openai Openai python Chat Response Processing
- Principle:Zai org CogVideo MoVQ Decoder Architecture
- Principle:Mit han lab Llm awq W8A8 Quantized Linear
- Principle:Wandb Weave LLM Call Interception
- Principle:ClickHouse ClickHouse Third Party Dependency Management
- Principle:Online ml River Bandit Evaluation
- Principle:Huggingface Trl DPO Reference Model Setup
Implementations
- Implementation:CrewAIInc CrewAI S3 Writer Tool
- Implementation:Run llama Llama index BaseVoiceAgentInterface
- Implementation:Pyro ppl Pyro Poutine Condition
- Implementation:Openai Openai agents python Agent Constructor
- Implementation:Spotify Luigi LuigiGrep Tool
- Implementation:Allenai Open instruct ActorManager
- Implementation:Speechbrain Speechbrain GigaSpeech Dataset Root
- Implementation:Bitsandbytes foundation Bitsandbytes Linear4bit FSDP
- Implementation:Ray project Ray Compile Pip Dependencies
- Implementation:TA Lib Ta lib python Abstract Function Configuration
Heuristics
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Ucbepic Docetl Optimizer Sample Sizes
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
Environments
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Vllm project Vllm Environment Variables