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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:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
Principles
- Principle:Pytorch Serve Model Archiving
- Principle:ThreeSR Awesome Inference Time Scaling Paper Entry Addition
- Principle:FMInference FlexLLMGen Decentralized Inference Benchmarking
- Principle:Promptfoo Promptfoo Configuration Loading
- Principle:TA Lib Ta lib python Function Registry Enumeration
- Principle:Pytorch Serve Cloud Deployment
- Principle:Tensorflow Serving Servable Access Pattern
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Kubeflow Kubeflow Integration Testing
- Principle:Online ml River Streaming Data Loading
Implementations
- Implementation:Kornia Kornia Quaternion
- Implementation:Interpretml Interpret RmseLogLinkRegressionObjective
- Implementation:NVIDIA NeMo Curator Wikipedia Downloader
- Implementation:Google deepmind Mujoco MJX Support
- Implementation:Online ml River Metrics CrossEntropy
- Implementation:Google deepmind Dm control Variation Colors
- Implementation:Romsto Speculative Decoding Autoregressive Generate
- Implementation:Pyro ppl Pyro LDA
- Implementation:NVIDIA DALI C API V2 Data Objects Tests
- Implementation:Teamcapybara Capybara Selenium Find
Heuristics
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Alibaba ROLL KL Coefficient Tuning
Environments
- Environment:Ucbepic Docetl Docker Deployment
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:Haifengl Smile Java 25 Runtime
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Getgauge Taiko Chromium Browser
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment