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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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|---|---|---|
| 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:Mage ai Mage ai Building a New Destination Connector
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:HKUDS AI Trader End to End US Stock Trading
Principles
- Principle:DataTalksClub Data engineering zoomcamp Kestra Data Extraction
- Principle:Apache Flink Request Buffering
- Principle:Huggingface Diffusers Denoising Loop
- Principle:Kserve Kserve Model Promotion Rollback
- Principle:Openai Openai python Realtime Conversation Management
- Principle:AUTOMATIC1111 Stable diffusion webui Webui Global State Management
- Principle:BerriAI Litellm Training Data Preparation
- Principle:LMCache LMCache CacheBlend Configuration
- Principle:Astronomer Astronomer cosmos Async Operator Execution
- Principle:Run llama Llama index Index Persistence
Implementations
- Implementation:Risingwavelabs Risingwave ElasticRestHighLevelClientAdapter
- Implementation:Wandb Weave Prompt Classes
- Implementation:Apache Hudi HoodieFlinkStreamer Main
- Implementation:Recommenders team Recommenders Criteo Dataset
- Implementation:Langchain ai Langchain Git Log Release Notes
- Implementation:Apache Shardingsphere StatisticsPersistService Persist
- Implementation:NVIDIA DALI EfficientDet Net
- Implementation:Getgauge Taiko ListItemWrapper
- Implementation:Facebookresearch Habitat lab GuiThrowHelper
- Implementation:Trailofbits Fickling StackedPickle Load
Heuristics
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
Environments
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Datahub project Datahub Java Build
- Environment:Spotify Luigi Tornado Web Server
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Kornia Kornia ONNX Runtime Environment