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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:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Mit han lab Llm awq AWQ Model Quantization
Principles
- Principle:EvolvingLMMs Lab Lmms eval Task Utility Functions
- Principle:Arize ai Phoenix Prompt Versioning
- Principle:Ggml org Llama cpp Target Model Loading
- Principle:FMInference FlexLLMGen Distributed Checkpoint Management
- Principle:Alibaba ROLL LLM Response Generation
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:TA Lib Ta lib python Abstract Function Execution
- Principle:Neuml Txtai Retrieval Augmented Generation
- Principle:InternLM Lmdeploy SmoothQuant Quantization
- Principle:SeleniumHQ Selenium WebDriver Session For CDP
Implementations
- Implementation:Hiyouga LLaMA Factory PPO Trainer
- Implementation:Onnx Onnx Domain Constants
- Implementation:Huggingface Trl Get Dataset DataCollatorForPreference DPO
- Implementation:Tensorflow Serving Static Storage Path Source
- Implementation:Mbzuai oryx Awesome LLM Post training Abstract Review Categorization
- Implementation:Eric mitchell Direct preference optimization Concatenated Forward
- Implementation:Google deepmind Mujoco MJWarp Collision Primitive
- Implementation:Open compass VLMEvalKit ShortQA Utils
- Implementation:CARLA simulator Carla ServerSideSensor
- Implementation:Facebookresearch Habitat lab HumanoidPickPolicy
Heuristics
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
Environments
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:LMCache LMCache Python Runtime
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Neuml Txtai GPU Accelerator Environment