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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:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
Principles
- Principle:OpenGVLab InternVL Vision Encoder Abstraction
- Principle:Allenai Open instruct Distributed Policy Training
- Principle:Alibaba ROLL RLVR Dataset Preparation
- Principle:Groq Groq python Audio Translation Request
- Principle:Ggml org Llama cpp Speculative Decoding
- Principle:Ollama Ollama Blob Transfer
- Principle:Apache Airflow Branch Preparation
- Principle:ArroyoSystems Arroyo Connector Registry
- Principle:Huggingface Datatrove Pipeline Step Abstraction
- Principle:Zai org CogVideo Laplacian Pyramid Loss
Implementations
- Implementation:FlagOpen FlagEmbedding LLM Embedder Eval LRLM
- Implementation:Tensorflow Serving GKE Cluster Setup
- Implementation:Neuml Txtai Tokenizer
- Implementation:Openai Openai agents python Run Examples
- Implementation:Ollama Ollama Readline
- Implementation:EvolvingLMMs Lab Lmms eval Consolidate Results
- Implementation:Vibrantlabsai Ragas AgUI Integration
- Implementation:SeleniumHQ Selenium NetworkUtils
- Implementation:OpenHands OpenHands Tabs
- Implementation:NVIDIA NeMo Curator ArXiv Extractor
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
Environments
- Environment:Langgenius Dify Vector Database Environment
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Apache Spark Python Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Sail sg LongSpec Training Environment
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment