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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:Ollama Ollama OpenAI API Compatibility
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Google research Deduplicate text datasets Suffix array querying
Principles
- Principle:Risingwavelabs Risingwave CDC PostgreSQL Schema Management
- Principle:Neuml Txtai Topic Modeling
- Principle:Alibaba ROLL Model Checkpointing
- Principle:PrefectHQ Prefect Structured AI Output
- Principle:Volcengine Verl Policy Loss Optimization
- Principle:Langchain ai Langchain Similarity Search
- Principle:Ggml org Llama cpp Chat Model Initialization
- Principle:CARLA simulator Carla Simulation Replay
- Principle:Iamhankai Forest of Thought Forest of Thought Orchestration
- Principle:Ollama Ollama KVCache Abstraction
Implementations
- Implementation:Risingwavelabs Risingwave EsSinkConfig
- Implementation:Mlflow Mlflow Xtest Viz
- Implementation:Sktime Pytorch forecasting Tuner Lr Find
- Implementation:DataTalksClub Data engineering zoomcamp PySpark WriteStream Sink
- Implementation:Microsoft LoRA Run Chinese Ref
- Implementation:Langgenius Dify App Layout
- Implementation:Langchain ai Langchain OllamaLLM
- Implementation:Bitsandbytes foundation Bitsandbytes Matmul Perf Model
- Implementation:Apache Druid WebpackConfig
- Implementation:Alibaba MNN Protobuf Parse Context H
Heuristics
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
Environments
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Allenai Open instruct Ray Distributed
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Tencent Ncnn Build Environment