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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:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Langchain ai Langchain Release Process
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Lm sys FastChat Distributed Model Serving
Principles
- Principle:Langgenius Dify Segment Management
- Principle:Haosulab ManiSkill Trajectory Replay Conversion
- Principle:Apache Beam Transform Override Application Twister2
- Principle:Fede1024 Rust rdkafka Mock Client Configuration
- Principle:Huggingface Datatrove Media Filtering Framework
- Principle:Guardrails ai Guardrails Pydantic Schema Definition
- Principle:Princeton nlp Tree of thought llm BFS Tree Search
- Principle:ArroyoSystems Arroyo Connection Testing
- Principle:Ollama Ollama Architecture Detection
- Principle:Apache Beam Computation Configuration
Implementations
- Implementation:Huggingface Transformers Modular Model Converter
- Implementation:Interpretml Interpret Powerlift InsecureDocker
- Implementation:Lance format Lance BytePack
- Implementation:Speechbrain Speechbrain Tacotron2 Inference Pipeline
- Implementation:Ucbepic Docetl ExperimentEvalUtils
- Implementation:PacktPublishing LLM Engineers Handbook Create Sagemaker Execution Role
- Implementation:NVIDIA NeMo Aligner Anneal SDXL
- Implementation:Huggingface Datasets Dataset To Tf Dataset
- Implementation:Hpcaitech ColossalAI ChineseTextSplitter
- Implementation:Scikit learn Scikit learn Encode
Heuristics
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Iterative Dvc Path Performance Optimization
Environments
- Environment:Vllm project Vllm AArch64 CPU
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Apache Paimon Python Core Runtime
- Environment:Avhz RustQuant Rust Stable
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Triton inference server Server Docker Container Build
- Environment:Openai Openai node Node 20 Runtime