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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.
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| 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:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Lance format Lance Version Management
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
Principles
- Principle:Openai Evals Completion Function Protocol
- Principle:OpenGVLab InternVL Training Configuration
- Principle:Huggingface Peft Prompt Tuning
- Principle:OpenGVLab InternVL CLIP Vision Text Encoding
- Principle:Tensorflow Serving Publish Subscribe Pattern
- Principle:Mlflow Mlflow Tracking Environment Configuration
- Principle:Sgl project Sglang Structured Output Validation
- Principle:Mlc ai Mlc llm Chat Completion Interface
- Principle:Ray project Ray Deployment Class Definition
- Principle:NVIDIA NeMo Aligner Rejection Sampling Training
Implementations
- Implementation:Apache Paimon OptionsUtils Python
- Implementation:Iterative Dvc Utils Core Helpers
- Implementation:InternLM Lmdeploy Gemm MainloopSm70
- Implementation:Groq Groq python Transcriptions Create
- Implementation:Mage ai Mage ai Monday Streams
- Implementation:DevExpress Testcafe Request TypeDefs
- Implementation:Unslothai Unsloth Llama4 MoE Block
- Implementation:Apache Paimon PartitionStatistics
- Implementation:Google deepmind Mujoco MJX Smooth
- Implementation:Neuml Txtai Topic Modeling
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Online ml River HST Feature Scaling Requirement
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Lance format Lance IO Buffer And Batch Sizing
Environments
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Openai Whisper Numba
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Apache Druid Integration Test Docker
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud