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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:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Microsoft DeepSpeedExamples VisualChat Multimodal Training
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Datahub project Datahub CLI Metadata Ingestion
Principles
- Principle:Risingwavelabs Risingwave Environment Configuration
- Principle:Open compass VLMEvalKit Model Registration
- Principle:Eventual Inc Daft Row Wise UDF
- Principle:Google research Deduplicate text datasets TFDS Deduplication Application
- Principle:Langchain ai Langchain Document Indexing
- Principle:Ggml org Llama cpp Model Conversion
- Principle:Tencent Ncnn Inference Benchmarking
- Principle:Google research Deduplicate text datasets Substring Occurrence Querying
- Principle:Huggingface Datasets Dataset Shuffling
- Principle:ARISE Initiative Robosuite Composite Object Construction
Implementations
- Implementation:Ggml org Ggml Gguf add tensor
- Implementation:Apache Airflow DAG Distribution Config
- Implementation:CrewAIInc CrewAI Bedrock Browser Toolkit
- Implementation:Elevenlabs Elevenlabs python WorkflowOverrideAgentNodeModelInput
- Implementation:Google deepmind Dm control Suite Acrobot
- Implementation:Sktime Pytorch forecasting Tuner Lr Find
- Implementation:Microsoft Playwright Client Electron
- Implementation:Bentoml BentoML Gradio Mount
- Implementation:ChenghaoMou Text dedup Jaccard Similarity Func
- Implementation:LMCache LMCache Audit Connector
Heuristics
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
Environments
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:FlowiseAI Flowise Node Runtime Environment