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Total Pages
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:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Truera Trulens RAG With Guardrails
Principles
- Principle:Bigscience workshop Petals Output Decoding
- Principle:Duckdb Duckdb Third Party Dependency Compilation
- Principle:OpenGVLab InternVL DDP Gradient Compression
- Principle:Microsoft Playwright Validate API Responses
- Principle:Tensorflow Tfjs Training Data Preparation
- Principle:Ray project Ray Java JAR Building
- Principle:Duckdb Duckdb Artifact Compression And Upload
- Principle:Tencent Ncnn Model Merging
- Principle:Princeton nlp SimPO Response Post Processing
- Principle:Pyro ppl Pyro Funsor Backend HMM
Implementations
- Implementation:Apache Airflow Send Email Vote
- Implementation:InternLM Lmdeploy Profile Restful Api
- Implementation:Googleapis Python genai Tokens
- Implementation:Google deepmind Mujoco MJX Collision Primitive
- Implementation:Facebookresearch Habitat lab HumanoidPickPolicy
- Implementation:Huggingface Datasets JaxFormatter
- Implementation:Puppeteer Puppeteer Bidi Core Request
- Implementation:Apache Dolphinscheduler BaseDataSourceParamDTO Extension
- Implementation:Microsoft DeepSpeedExamples Local Stable Diffusion Pipeline
- Implementation:Apache Spark Release Build Publish
Heuristics
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:SeleniumHQ Selenium Warning Deprecated HasDownloads GetDownloadableFiles
Environments
- Environment:BerriAI Litellm Provider API Credentials
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Apache Flink Python PyFlink Environment
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Apache Dolphinscheduler Java Runtime