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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:Infiniflow Ragflow Agent Workflow Building
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Lance format Lance Vector Search Pipeline
Principles
- Principle:Onnx Onnx Model Merging
- Principle:PacktPublishing LLM Engineers Handbook Query Expansion
- Principle:Deepspeedai DeepSpeed CUDA Inference Primitives
- Principle:Getgauge Taiko Runtime Configuration
- Principle:ClickHouse ClickHouse Base Library Compilation
- Principle:ClickHouse ClickHouse Server Package Configuration
- Principle:Helicone Helicone Prerequisites Installation
- Principle:Datahub project Datahub Spark Event Interception
- Principle:OpenGVLab InternVL SentencePiece BPE Tokenization
- Principle:Facebookresearch Audiocraft Conditioning Preparation
Implementations
- Implementation:Cleanlab Cleanlab Regression Get Label Quality Scores
- Implementation:Tensorflow Serving Unique Ptr With Deps
- Implementation:EvolvingLMMs Lab Lmms eval CMMMU Utils
- Implementation:Infiniflow Ragflow GeneralForm Component
- Implementation:Treeverse LakeFS Esti Test Utilities
- Implementation:Ollama Ollama Llama Model Arctic
- Implementation:Anthropics Anthropic sdk python General Utils
- Implementation:Arize ai Phoenix Legacy MistralAIModel
- Implementation:Haosulab ManiSkill SapienUtils
- Implementation:FlowiseAI Flowise VariablesView
Heuristics
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
Environments
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Ucbepic Docetl LLM API Keys
- Environment:ARISE Initiative Robosuite GPU Rendering