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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:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Iterative Dvc Data Tracking
- Workflow:Pola rs Polars Lazy Query Pipeline
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:ARISE Initiative Robosuite Teleoperation
Principles
- Principle:Vespa engine Vespa Change Polling Loop
- Principle:Huggingface Datasets Nifti Feature Handling
- Principle:Mlc ai Mlc llm Weight Conversion and Quantization
- Principle:Online ml River Online Linear Models
- Principle:Puppeteer Puppeteer Platform Detection
- Principle:Openai Evals Multiple Choice Evaluation
- Principle:Pytorch Serve Multimodal Inference
- Principle:Ggml org Ggml Architecture Specific SIMD Quantization
- Principle:AUTOMATIC1111 Stable diffusion webui Merged model saving
- Principle:Ggml org Llama cpp Evaluation Dataset Acquisition
Implementations
- Implementation:Open compass VLMEvalKit ChartQAPro
- Implementation:Apache Druid ExpressionMeta
- Implementation:Google deepmind Mujoco User Mesh
- Implementation:Apache Flink FileCompactStrategy Builder
- Implementation:Teamcapybara Capybara Server Middleware
- Implementation:LaurentMazare Tch rs VAE Example
- Implementation:Microsoft Onnxruntime CPU SGD Adam
- Implementation:Risingwavelabs Risingwave StreamingStats Callbacks
- Implementation:Google deepmind Dm control Walker Info
- Implementation:Vespa engine Vespa Build Container Sh
Heuristics
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
Environments
- Environment:CarperAI Trlx NeMo Megatron
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Predibase Lorax Model Source Credentials
- Environment:Vllm project Vllm Distributed
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Vllm project Vllm ROCm
- Environment:Wandb Weave Trace Server Infrastructure