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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:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Onnx Onnx External Data Handling
- Workflow:Apache Spark Application Submission
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Onnx Onnx Model Composition
- Workflow:Huggingface Trl PPO RLHF Training
Principles
- Principle:Apache Paimon REST Catalog Protocol
- Principle:Huggingface Datasets Semantic Versioning
- Principle:Sktime Pytorch forecasting NHiTS Architecture
- Principle:Datajuicer Data juicer Statistics Computation
- Principle:Eventual Inc Daft Session SQL Execution
- Principle:Speechbrain Speechbrain Dynamic Mixing Augmentation
- Principle:Haotian liu LLaVA Multimodal Response Generation
- Principle:Ggml org Llama cpp Server Configuration
- Principle:Apache Airflow Structlog Logging
- Principle:TA Lib Ta lib python Version Compatibility
Implementations
- Implementation:Ggml org Llama cpp Mtmd Header
- Implementation:Explodinggradients Ragas NVMetrics Module
- Implementation:Openai Openai node Beta Threads Steps
- Implementation:CARLA simulator Carla Lane Explorer Example
- Implementation:Google deepmind Mujoco JAX Experimental XLA FFI
- Implementation:Apache Flink FromElementsGeneratorFunction
- Implementation:Pyro ppl Pyro Vindex
- Implementation:Helicone Helicone Credits Page
- Implementation:AUTOMATIC1111 Stable diffusion webui Aspect Ratio Overlay
- Implementation:Openai Openai node Translations Create
Heuristics
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Bitsandbytes foundation Bitsandbytes Blocksize Platform Defaults
Environments
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Axolotl ai cloud Axolotl CUDA GPU
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Treeverse LakeFS Spark GC Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Cypress io Cypress Linux Display Server