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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:Helicone Helicone LLM Response Normalization
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Groq Groq python Chat Completion
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
Principles
- Principle:Bigscience workshop Petals Environment Setup
- Principle:Microsoft DeepSpeedExamples Supervised Fine Tuning
- Principle:Togethercomputer Together python Chat Completion Request
- Principle:Sgl project Sglang HTTP Server Deployment
- Principle:Intel Ipex llm Pipeline Parallel Generation
- Principle:Ollama Ollama Structured Output
- Principle:OpenGVLab InternVL Optimizer Construction
- Principle:Mlflow Mlflow Artifact and Model Logging
- Principle:Apache Spark Dependency Pinning
- Principle:Pola rs Polars Multi Format Data Reading
Implementations
- Implementation:Ggml org Llama cpp Debug Example
- Implementation:TA Lib Ta lib python Indicator Function API
- Implementation:Run llama Llama index RagDatasetGenerator
- Implementation:Google deepmind Dm control GLFW GUI
- Implementation:Ray project Ray LocalModeTaskSubmitter
- Implementation:Datajuicer Data juicer StopWordsFilter
- Implementation:Duckdb Duckdb VergeSort
- Implementation:Sgl project Sglang Program State Getitem
- Implementation:Apache Paimon DataTypeJsonParser
- Implementation:Farama Foundation Gymnasium Play
Heuristics
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
Environments
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Apache Flink Node Build Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Obss Sahi Python Image Processing
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:Alibaba MNN HuggingFace Ecosystem Environment