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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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|---|---|---|
| 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:NVIDIA NeMo Aligner DPO Training
- Workflow:BerriAI Litellm Response Caching
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Mage ai Mage ai Building a New Destination Connector
Principles
- Principle:Turboderp org Exllamav2 Model Compilation
- Principle:Pola rs Polars Time Range Filtering
- Principle:DataTalksClub Data engineering zoomcamp Dynamic URL Generation
- Principle:Microsoft Agent framework Framework Installation
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:Microsoft Semantic kernel Process Step Definition
- Principle:Interpretml Interpret Tree Interpretation
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:Heibaiying BigData Notes HBase Coprocessor Observer
- Principle:Princeton nlp Tree of thought llm Task Registration
Implementations
- Implementation:Pytorch Serve DeepLabHead
- Implementation:Apache Flink AsyncDynamicTableSinkFactory
- Implementation:Microsoft Autogen OpenAIChatCompletionClient
- Implementation:Spotify Luigi CascadingClient
- Implementation:Treeverse LakeFS Action YAML Configuration
- Implementation:Huggingface Datatrove WordStats
- Implementation:Ollama Ollama Llama Mmap
- Implementation:Google deepmind Mujoco Thread Queue
- Implementation:Mistralai Client python GCP Models Init
- Implementation:Apache Dolphinscheduler NettyRemotingServer Setup
Heuristics
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
Environments
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Microsoft Onnxruntime Sklearn Conversion Environment
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Avhz RustQuant Rust Stable
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Online ml River Python Runtime Environment
- Environment:Vllm project Vllm AWS ECR