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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:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Fastai Fastbook Image Classification
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Apache Hudi Docker Demo Setup
Principles
- Principle:Dagster io Dagster Run Configuration
- Principle:LaurentMazare Tch rs Dataset Iteration
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:Cypress io Cypress Framework and Bundler Detection
- Principle:Nautechsystems Nautilus trader Data Subscription
- Principle:TobikoData Sqlmesh Macro And Jinja Translation
- Principle:Obss Sahi Detectron2 Config Export
- Principle:Huggingface Datatrove FineWeb Quality Heuristics
- Principle:Getgauge Taiko Request Blocking
- Principle:Mbzuai oryx Awesome LLM Post training Category Taxonomy Definition
Implementations
- Implementation:Kserve Kserve InferenceGraph Full CRD
- Implementation:Risingwavelabs Risingwave BatchAppendOnlyJDBCSink
- Implementation:Hiyouga LLaMA Factory V1 Data Engine
- Implementation:Alibaba MNN FlexBuffers Header
- Implementation:Spcl Graph of thoughts ChatGPT
- Implementation:FlowiseAI Flowise ViewMessagesDialog
- Implementation:Pola rs Polars Credential Provider Configuration
- Implementation:FlagOpen FlagEmbedding RetroMAE Data
- Implementation:Openai Openai python Eval List Params
- Implementation:Datajuicer Data juicer PipelineDAG
Heuristics
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:Diagram of thought Diagram of thought Typed Records For Auditability
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Cypress io Cypress V8 Snapshot Memory
Environments
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:BerriAI Litellm Python Runtime
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Lucidrains X transformers Python Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Apache Kafka Release Toolchain Environment
- Environment:Intel Ipex llm NPU Cpp Environment