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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:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Apache Kafka Docker Image Release
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
Principles
- Principle:Ollama Ollama Model Alias Resolution
- Principle:Eventual Inc Daft Iceberg Reading
- Principle:Pyro ppl Pyro Discrete Posterior Decoding
- Principle:Mit han lab Llm awq Fused Attention Optimization
- Principle:PacktPublishing LLM Engineers Handbook Quantized Model Loading
- Principle:CARLA simulator Carla Sensor Data Streaming
- Principle:Fede1024 Rust rdkafka Async Message Production
- Principle:FlowiseAI Flowise Tool Management
- Principle:Heibaiying BigData Notes Hive Partitioning and Bucketing
- Principle:Roboflow Rf detr Detection Visualization
Implementations
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryUrlResponseModel
- Implementation:Ucbepic Docetl Pipeline Optimize
- Implementation:Ucbepic Docetl OutputPanel
- Implementation:Ggml org Llama cpp Json Partial
- Implementation:Apache Shardingsphere SchemaMetaDataPersistService Persist
- Implementation:NVIDIA NeMo Curator Metrics Utils
- Implementation:Speechbrain Speechbrain Train CommonVoice Transformer
- Implementation:NVIDIA TransformerEngine Custom GEMM
- Implementation:Protectai Llm guard Scan output
- Implementation:Vespa engine Vespa Application ABI Spec
Heuristics
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
Environments
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Apache Spark Release Build Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Kubeflow Pipelines Python SDK
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment