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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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|---|---|---|
| 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 Flink Kafka Streaming Pipeline
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Arize ai Phoenix Span Annotation Pipeline
Principles
- Principle:Neuml Txtai Word Embedding Vectorization
- Principle:Confident ai Deepeval Dataset Export
- Principle:Google deepmind Dm control Action Observation Spec Inspection
- Principle:Webdriverio Webdriverio Page Source Analysis
- Principle:Turboderp org Exllamav2 Model Compilation
- Principle:Neuml Txtai Retrieval Augmented Generation
- Principle:Huggingface Optimum Reversible Transformation
- Principle:Ggml org Llama cpp Merged Model Quantization
- Principle:Haotian liu LLaVA Model Loading
- Principle:Open compass VLMEvalKit Video Dataset Configuration
Implementations
- Implementation:Scikit learn Scikit learn Make Scorer
- Implementation:Ggml org Llama cpp Convert Llama GGML To GGUF
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Rerank
- Implementation:EvolvingLMMs Lab Lmms eval OpenHermes Utils
- Implementation:Apache Paimon View
- Implementation:Sgl project Sglang Allreduce Interface
- Implementation:Ucbepic Docetl ScraperRoute
- Implementation:Sktime Pytorch forecasting mLSTMCell
- Implementation:Haotian liu LLaVA Training Arguments LoRA
- Implementation:LaurentMazare Tch rs RNN
Heuristics
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:PacktPublishing LLM Engineers Handbook Temperature Selection By Task
- Heuristic:Mit han lab Llm awq Kernel Selection Thresholds
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
Environments
- Environment:Neuml Txtai API Server Configuration
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Openai Openai python Azure OpenAI
- Environment:Ollama Ollama CGo Runtime
- Environment:Huggingface Trl Quantization Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Googleapis Python genai Gemini API Key Authentication