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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:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Apache Spark Release Process
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Run llama Llama index OpenAI LLM Finetuning
Principles
- Principle:Bentoml BentoML Service Architecture Design
- Principle:Diagram of thought Diagram of thought Task Requirements Definition
- Principle:NVIDIA NeMo Curator Video Embedding
- Principle:Mlfoundations Open flamingo Captioning Evaluation
- Principle:Tencent Ncnn Pixel Geometry Transform
- Principle:LaurentMazare Tch rs ImageNet Preprocessing
- Principle:Google deepmind Dm control Locomotion Visualization
- Principle:Volcengine Verl Split Resource Placement
- Principle:Mage ai Mage ai Singer Message Ingestion
- Principle:NVIDIA NeMo Curator Web Data Acquisition
Implementations
- Implementation:BerriAI Litellm Redis Semantic Cache
- Implementation:ChenghaoMou Text dedup Evaluate Predictions
- Implementation:LMCache LMCache Observability
- Implementation:Mit han lab Llm awq InternVisionModel
- Implementation:LMCache LMCache Standalone Manager
- Implementation:Langgenius Dify UseDatasource
- Implementation:Apache Airflow Timezone Utilities
- Implementation:Elevenlabs Elevenlabs python TtsConversationalConfigInput
- Implementation:Nautechsystems Nautilus trader Pre Commit Configuration
- Implementation:Bentoml BentoML Framework Keras
Heuristics
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:ChenghaoMou Text dedup Fingerprint Batch Size One
Environments
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Zai org CogVideo Video Captioning Environment