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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:CARLA simulator Carla Building from Source
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Openai Evals Running an eval set
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
Principles
- Principle:PeterL1n BackgroundMattingV2 Video output writing
- Principle:Nightwatchjs Nightwatch Feature File Authoring
- Principle:Vllm project Vllm Multimodal Generation
- Principle:Neuml Txtai Word Embedding Vectorization
- Principle:Protectai Llm guard Prompt Injection Detection
- Principle:Arize ai Phoenix Experiment Evaluator Definition
- Principle:SeleniumHQ Selenium PageFactory Initialization
- Principle:Mit han lab Llm awq AWQ HuggingFace Export
- Principle:Vllm project Vllm Output Processing
- Principle:Obss Sahi COCO Dataset Slicing
Implementations
- Implementation:Google deepmind Mujoco Simulate Header
- Implementation:Scikit learn Scikit learn SpectralEmbedding
- Implementation:Openai Openai node Eval Runs Resource
- Implementation:SeldonIO Seldon core Seldon Model Infer
- Implementation:Openai Openai python Shared Params Reasoning
- Implementation:Deepseek ai Janus Apply Sft Template
- Implementation:Roboflow Rf detr RFDETR Init
- Implementation:Facebookresearch Audiocraft NoiseSchedule
- Implementation:Google deepmind Mujoco Engine IO Header
- Implementation:Microsoft Autogen ChatAgentContainer
Heuristics
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Onnx Onnx Shape Inference Limitations
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Vespa engine Vespa Warning Deprecated Cloud API Constructors
- Heuristic:Datajuicer Data juicer Batch Size Adaptation
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Openai Whisper FFmpeg
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack