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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:Treeverse LakeFS Garbage Collection
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Apache Beam Twister2 Batch Execution
- Workflow:Iterative Dvc Plot Visualization
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Mlflow Mlflow Model Serving
Principles
- Principle:Apache Kafka Source Artifact Building
- Principle:PacktPublishing LLM Engineers Handbook Prompt Engineering For Dataset Generation
- Principle:Langgenius Dify Plugin Installation
- Principle:DataTalksClub Data engineering zoomcamp Dbt Project Configuration
- Principle:Huggingface Transformers LoRA Configuration
- Principle:Onnx Onnx External Data Loading
- Principle:OWASP Www project top 10 for large language model applications Style Guide Conformance
- Principle:Mlflow Mlflow Model Registration
- Principle:Apache Flink Asynchronous File Compaction
- Principle:DevExpress Testcafe Reporter Output Configuration
Implementations
- Implementation:Ggml org Llama cpp Get Evaluation Dataset
- Implementation:FlagOpen FlagEmbedding Search Demo Preprocess
- Implementation:Ucbepic Docetl ParetoFrontier Analysis
- Implementation:Elevenlabs Elevenlabs python UnitTestToolCallEvaluationModelInput
- Implementation:Apache Dolphinscheduler PhysicalTaskExecutor Lifecycle
- Implementation:DataTalksClub Data engineering zoomcamp Toml Credentials Loader
- Implementation:Open compass VLMEvalKit VGRPBench Aquarium
- Implementation:Heibaiying BigData Notes Hive View and Management Operations
- Implementation:Lance format Lance Java Index
- Implementation:Infiniflow Ragflow DataflowResultHooks
Heuristics
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
Environments
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Rapidsai Cuml Dask Distributed
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Google deepmind Dm control GLFW Desktop Rendering
- Environment:Apache Kafka Release Toolchain Environment
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:Openai Openai agents python LiteLLM Dependencies