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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:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Mage ai Mage ai Building a New Source Connector
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Dagster io Dagster Declarative Automation
- Principle:Interpretml Interpret Linear Model Explanation
- Principle:Marker Inc Korea AutoRAG Results Dashboard
- Principle:Openai Openai python File Upload
- Principle:Recommenders team Recommenders Benchmark Data Preparation
- Principle:Pyro ppl Pyro Gradient Clipping
- Principle:Apache Paimon Type System
- Principle:Datajuicer Data juicer QA Calibration
- Principle:Haosulab ManiSkill Parallel Trajectory Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Seed Reproducibility
Implementations
- Implementation:Neuml Txtai Workflow Call
- Implementation:FMInference FlexLLMGen ExecutionEnv Create
- Implementation:Alibaba MNN CMake Build Quantools
- Implementation:Infiniflow Ragflow KnowledgeChunk Component
- Implementation:Tensorflow Serving static manager h
- Implementation:Google deepmind Dm control Manipulator Base
- Implementation:Farama Foundation Gymnasium Check Env
- Implementation:Norrrrrrr lyn WAInjectBench text ensemble detect
- Implementation:Google deepmind Mujoco MJX Warp Testspeed
- Implementation:CrewAIInc CrewAI SerpApi Google Shopping Tool
Heuristics
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
Environments
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Huggingface Peft GPU Hardware Detection