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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:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Heibaiying BigData Notes Storm Topology Development
Principles
- Principle:PacktPublishing LLM Engineers Handbook AWS IAM Role Provisioning
- Principle:FlowiseAI Flowise Document Processing
- Principle:Pyro ppl Pyro No U Turn Sampling
- Principle:Tensorflow Serving HTTP Server Implementation
- Principle:Volcengine Verl Reward Model Scoring
- Principle:Elevenlabs Elevenlabs python Text to Speech Conversion
- Principle:Apache Beam Transform Override Application Twister2
- Principle:Apache Spark Release Environment Isolation
- Principle:Huggingface Open r1 Environment Setup
- Principle:Langgenius Dify Single Node Testing
Implementations
- Implementation:Ollama Ollama Llama Model GLM4
- Implementation:Apache Shardingsphere ShowProcessListHandler Handle
- Implementation:Eventual Inc Daft DataFrame Explain
- Implementation:Duckdb Duckdb LZ4 Compression
- Implementation:CARLA simulator Carla ObjectLabel
- Implementation:Ggml org Ggml Cpp smart pointers
- Implementation:Treeverse LakeFS Java SDK RepositoriesApi
- Implementation:Huggingface Datasets Get Dataset Config Info
- Implementation:Kubeflow Pipelines Compiler Compile
- Implementation:Explodinggradients Ragas BasePrompt Class
Heuristics
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:Zai org CogVideo Decord Import Order Bug
Environments
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Togethercomputer Together python API Credentials
- Environment:Tencent Ncnn Build Environment
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Datahub project Datahub Docker Runtime
- Environment:Apache Druid Web Console Development
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment