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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:Mlc ai Mlc llm REST API Serving
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
Principles
- Principle:Triton inference server Server Jetson Edge Deployment
- Principle:Axolotl ai cloud Axolotl Continuous Integration Testing
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Setup
- Principle:NVIDIA NeMo Curator Bucket to Edge Conversion
- Principle:ARISE Initiative Robosuite Manipulation Task Design
- Principle:Lucidrains X transformers Autoregressive Data Preparation
- Principle:Vespa engine Vespa Text Transformation
- Principle:Googleapis Python genai Content Generation With Cache
- Principle:Vibrantlabsai Ragas Evaluation Dataset Preparation
- Principle:Ggml org Llama cpp ModelConversion
Implementations
- Implementation:Shiyu coder Kronos KronosPredictor Predict Batch
- Implementation:Treeverse LakeFS MkDocs Site Configuration
- Implementation:Ggml org Llama cpp Console Readline
- Implementation:Ggml org Ggml Cpu arm repack
- Implementation:Marker Inc Korea AutoRAG Generate QA Ragas
- Implementation:LMCache LMCache L1 Manager
- Implementation:Farama Foundation Gymnasium CliffWalkingEnv
- Implementation:Mlc ai Mlc llm Dispatch KV Cache Creation
- Implementation:ARISE Initiative Robosuite HollowCylinder
- Implementation:Apache Paimon GlobalIndexScanBuilder Build
Heuristics
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
Environments
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Vllm project Vllm CPU Runtime
- Environment:Ray project Ray Java Build Environment
- Environment:Microsoft Playwright Browser Binaries Environment