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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:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
Principles
- Principle:Ray project Ray Ray Runtime Initialization
- Principle:Intel Ipex llm DPO Model Export
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:Open compass VLMEvalKit Video Inference Orchestration
- Principle:Unslothai Unsloth Project Configuration
- Principle:Roboflow Rf detr Deployment Benchmarking
- Principle:Huggingface Datatrove Text Formatting Framework
- Principle:Microsoft DeepSpeedExamples Classification Evaluation
- Principle:Google deepmind Dm control Locomotion Task Definition
- Principle:Bentoml BentoML Model Loading For Serving
Implementations
- Implementation:Recommenders team Recommenders NPA Model
- Implementation:Kserve Kserve DenseNet161 ImageClassifier
- Implementation:NVIDIA DALI Fn Resize Linear
- Implementation:Truera Trulens Otel RecordInfo Component
- Implementation:Online ml River Metrics Base
- Implementation:EvolvingLMMs Lab Lmms eval Logger Utils
- Implementation:Datajuicer Data juicer LLMPerplexityFilter
- Implementation:Pyro ppl Pyro SVI Step
- Implementation:Facebookresearch Audiocraft Export Directory Convention
- Implementation:Facebookresearch Habitat lab Manipulator
Heuristics
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
Environments
- Environment:Huggingface Datatrove Python Runtime
- Environment:Apache Dolphinscheduler Database Backend
- Environment:OpenHands OpenHands Integration Credentials
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Vllm project Vllm Distributed
- Environment:Volcengine Verl Python Core Dependencies
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Sgl project Sglang CUDA SM100