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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:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Tensorflow Tfjs Pretrained Model Conversion And Inference
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:HKUDS AI Trader End to End US Stock Trading
Principles
- Principle:Avhz RustQuant Analytic Option Pricing Engine
- Principle:Cleanlab Cleanlab Object Detection Issue Filtering
- Principle:EvolvingLMMs Lab Lmms eval Model Wrapper Implementation
- Principle:Fastai Fastbook Distance Classification
- Principle:Anthropics Anthropic sdk python Token Counting And Batching
- Principle:Predibase Lorax Production Observability
- Principle:Mage ai Mage ai Source Configuration
- Principle:Princeton nlp SimPO Pipeline Inference
- Principle:LaurentMazare Tch rs Custom Dataset Loading
- Principle:Duckdb Duckdb Executable Building
Implementations
- Implementation:Apache Paimon SplitRead
- Implementation:Cohere ai Cohere python AwsClassification
- Implementation:Scikit learn Scikit learn GeneralizedLinearRegressor
- Implementation:Openai Openai python Custom Tool Model
- Implementation:Speechbrain Speechbrain GigaSpeech Dataset Root
- Implementation:Langchain ai Langchain ChatMistralAI
- Implementation:EvolvingLMMs Lab Lmms eval GroundingMe Utils
- Implementation:Mlc ai Mlc llm Config Base
- Implementation:Langchain ai Langgraph NamedBarrierValue Channel
- Implementation:Nautechsystems Nautilus trader DatabentoDataLoader From Dbn
Heuristics
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
Environments
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Intel Ipex llm Build Environment
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Guardrails ai Guardrails LLM Provider API Keys