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Workflows
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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:Dagster io Dagster RAG Pipeline
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Huggingface Peft LoRA Causal LM Finetuning
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
Principles
- Principle:Haosulab ManiSkill Episode Initialization
- Principle:Sail sg LongSpec Evaluation Callback Pipeline
- Principle:Recommenders team Recommenders Stratified Data Splitting
- Principle:Apache Shardingsphere SPI Refresher Loading
- Principle:Zai org CogVideo LoRA Export and Inference
- Principle:Apache Hudi Compaction Plan Generation
- Principle:Zai org CogVideo Caption Generation
- Principle:Bitsandbytes foundation Bitsandbytes FP8 Linear Layer
- Principle:Iterative Dvc SCM Introspection
- Principle:Deepset ai Haystack Evaluation Pipeline Execution
Implementations
- Implementation:Mlc ai Mlc llm Package
- Implementation:AUTOMATIC1111 Stable diffusion webui Call Queue
- Implementation:Vespa engine Vespa Vespa Logctl
- Implementation:Openai Openai python Response MCP List Tools Completed
- Implementation:Langchain ai Langchain IndexerTests
- Implementation:Google deepmind Dm control Suite Reacher
- Implementation:Deepseek ai Janus AR Token Generation Loop
- Implementation:Promptfoo Promptfoo Version Constants
- Implementation:Run llama Llama index ObjectIndex
- Implementation:Google deepmind Mujoco MJWarp BVH
Heuristics
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Pola rs Polars Lazy Over Eager Preference
Environments
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Openai Openai python Azure OpenAI
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:OpenHands OpenHands Integration Credentials