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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:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Promptfoo Promptfoo CI CD Integration
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
Principles
- Principle:FMInference FlexLLMGen Dataset Loading And Serialization
- Principle:DataTalksClub Data engineering zoomcamp Dynamic URL Generation
- Principle:Interpretml Interpret Decision Tree Classification
- Principle:TA Lib Ta lib python OHLC Data Preparation
- Principle:Vllm project Vllm OpenAI Client Integration
- Principle:DataTalksClub Data engineering zoomcamp Dbt Intermediate Layer
- Principle:Huggingface Transformers Quantized Model Loading
- Principle:Huggingface Datasets WebDataset Building
- Principle:Avhz RustQuant Machine Learning
- Principle:Cohere ai Cohere python SDK Authentication
Implementations
- Implementation:Haifengl Smile MathEx
- Implementation:FlowiseAI Flowise UsersView
- Implementation:Predibase Lorax GPTQ Quant Linear
- Implementation:Risingwavelabs Risingwave Connector Integration Tests
- Implementation:Tensorflow Serving Aspired Versions Manager Benchmark
- Implementation:Scikit learn Scikit learn ClassificationThreshold
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Activation Bias
- Implementation:Microsoft Playwright VideoRecorder
- Implementation:BerriAI Litellm Endpoint Factory
- Implementation:Apache Paimon ConcatBatchReader
Heuristics
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
Environments
- Environment:Kubeflow Pipelines Python SDK
- Environment:Intel Ipex llm NPU Environment
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Treeverse LakeFS Go Runtime Environment
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment