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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:Run llama Llama index Data Ingestion Pipeline
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
Principles
- Principle:Open compass VLMEvalKit Custom Prompt Building
- Principle:Scikit learn Scikit learn Anomaly Detection
- Principle:Scikit learn Scikit learn Column Composition
- Principle:Anthropics Anthropic sdk python Output Schema Definition
- Principle:Mlflow Mlflow Package Build and Configuration
- Principle:Webdriverio Webdriverio Session Cleanup
- Principle:Tensorflow Serving Version Label Routing
- Principle:Mlflow Mlflow Tracking Environment Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Task Serialization
- Principle:NVIDIA DALI PyTorch Training Integration
Implementations
- Implementation:Huggingface Datasets AudioFolder Builder
- Implementation:Eventual Inc Daft AI Prompt
- Implementation:Apache Hudi FileIndex GetFilesInPartitions
- Implementation:Online ml River Tree MondrianTreeNodes
- Implementation:Microsoft Onnxruntime OrtSession SessionOptions JNI
- Implementation:Google deepmind Mujoco mjv makeScene
- Implementation:Puppeteer Puppeteer CDPSession
- Implementation:Datajuicer Data juicer OptimizeResponseMapper
- Implementation:TobikoData Sqlmesh PlanActions
- Implementation:Facebookresearch Habitat lab SessionRecorder init
Heuristics
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
Environments
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Vllm project Vllm Python Dependencies
- Environment:Getgauge Taiko Chromium Browser