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1,118
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:Bigscience workshop Petals Server Contribution
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Alibaba ROLL DPO Training Pipeline
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
Principles
- Principle:Truera Trulens Feedback Display Formatting
- Principle:Datahub project Datahub Entity Metadata Enrichment
- Principle:Haosulab ManiSkill Observation Definition
- Principle:SeldonIO Seldon core HuggingFace Text Inference
- Principle:Apache Flink Two Phase Commit Preparation
- Principle:Webdriverio Webdriverio Test Result Reporting
- Principle:Deepspeedai DeepSpeed Pipeline Module Construction
- Principle:Risingwavelabs Risingwave Iceberg Table Maintenance
- Principle:Datajuicer Data juicer Data Export
- Principle:Hpcaitech ColossalAI GRPO Consumer Setup
Implementations
- Implementation:FlowiseAI Flowise OrgWorkspaceBreadcrumbs
- Implementation:FlagOpen FlagEmbedding Matryoshka Mistral Model Compensation
- Implementation:Groq Groq python Stream Iterator
- Implementation:Openai Openai python Images Edit
- Implementation:Open compass VLMEvalKit Generate Inner
- Implementation:Togethercomputer Together python Fine Tuning Dataset Format
- Implementation:Sktime Pytorch forecasting Check Estimator
- Implementation:Axolotl ai cloud Axolotl Load Processor
- Implementation:Tensorflow Tfjs Initializers Test
- Implementation:Astronomer Astronomer cosmos Azure Container Instance Operators
Heuristics
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Trailofbits Fickling Force Flag Bypass
Environments
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed