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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:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
Principles
- Principle:Pyro ppl Pyro Importance Sampling Inference
- Principle:Alibaba ROLL DPO Configuration
- Principle:CARLA simulator Carla Sensor Data Streaming
- Principle:Interpretml Interpret Visualization Environment Detection
- Principle:Openai Openai agents python Shared Context
- Principle:Groq Groq python Speech Request Configuration
- Principle:FMInference FlexLLMGen Transformers Package Build
- Principle:Sktime Pytorch forecasting Scaled Dot Product Attention
- Principle:Fastai Fastbook Feature Importance
- Principle:Google deepmind Dm control Environment Wrapping
Implementations
- Implementation:Cleanlab Cleanlab TC Find Label Issues
- Implementation:Eventual Inc Daft DataFrame Sort
- Implementation:FlowiseAI Flowise RequireAuth
- Implementation:FlowiseAI Flowise SuggestionOption
- Implementation:Vibrantlabsai Ragas AspectCritic
- Implementation:Ggml org Ggml Cpu weight repack
- Implementation:Openai Evals AnthropicSolver
- Implementation:Hpcaitech ColossalAI Eval BaseDataset
- Implementation:Pytorch Serve Install Dependencies Script
- Implementation:Apache Airflow TaskInstance Listener Spec
Heuristics
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
Environments
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Vllm project Vllm AWS ECR
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Cohere ai Cohere python AWS Integration Dependencies