Main Page
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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:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Puppeteer Puppeteer Request Interception
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Groq Groq python Streaming Chat Completion
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Onnx Onnx Version Conversion
- Workflow:Alibaba MNN Model Compression
- Workflow:Huggingface Optimum FX Graph Optimization
Principles
- Principle:Getgauge Taiko Type Safety
- Principle:Scikit learn Scikit learn Dimensionality Reduction
- Principle:Scikit learn contrib Imbalanced learn One Sided Selection
- Principle:Scikit learn Scikit learn Nearest Neighbors
- Principle:LaurentMazare Tch rs Transposed Convolution
- Principle:Ggml org Ggml SYCL GPU Computation
- Principle:Lance format Lance Tokenizer Configuration
- Principle:Mlflow Mlflow Scorer Definition
- Principle:Trailofbits Fickling Import Level Pickle Interception
- Principle:LLMBook zh LLMBook zh github io Training Loop Execution
Implementations
- Implementation:Truera Trulens OpenAI Provider
- Implementation:ContextualAI HALOs Online Loop Script
- Implementation:Run llama Llama index MultiModalLLM
- Implementation:Predibase Lorax Container Entrypoint
- Implementation:Explodinggradients Ragas Collections SemanticSimilarity Metric
- Implementation:Datahub project Datahub MergeIntoCommandInputDatasetBuilder
- Implementation:Langgenius Dify Var Utils
- Implementation:Eventual Inc Daft DataFrame Iter Rows
- Implementation:Apache Airflow Cherry Pick Automation
- Implementation:Infiniflow Ragflow Admin Login Page
Heuristics
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix High Res Crop Training
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Spotify Luigi PySpark Task Serialization
Environments
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention