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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:Huggingface Optimum GPTQ Quantization
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Promptfoo Promptfoo Custom Provider Integration
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
Principles
- Principle:Tensorflow Tfjs Sequence Preprocessing
- Principle:Ollama Ollama CLIDisplay
- Principle:Scikit learn contrib Imbalanced learn Borderline Oversampling
- Principle:Treeverse LakeFS Java SDK JSON Serialization
- Principle:Ggml org Llama cpp Evaluation Parameter Configuration
- Principle:NVIDIA DALI File Reading
- Principle:Facebookresearch Habitat lab Hierarchical Policy Assembly
- Principle:Pytorch Serve Semantic Segmentation
- Principle:ClickHouse ClickHouse Submodule Initialization
- Principle:Axolotl ai cloud Axolotl Documentation Generation
Implementations
- Implementation:Zai org CogVideo MoVQ 2D Modules
- Implementation:CARLA simulator Carla RPC Server
- Implementation:Haosulab ManiSkill RoboCasaStructuralFixtures
- Implementation:Google deepmind Mujoco Engine Inverse
- Implementation:Testtimescaling Testtimescaling github io Workflow Dispatch Verification
- Implementation:Spotify Luigi HiveTarget
- Implementation:Tencent Ncnn Arcface Example
- Implementation:Apache Paimon DataFileBatchReader
- Implementation:Lucidrains X transformers TransformerWrapper Encoder Init
- Implementation:PrefectHQ Prefect AI Cleanup Agent
Heuristics
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Alibaba ROLL Numerical Stability Epsilon
- Heuristic:Nightwatchjs Nightwatch ESM Module Loading Tips
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
Environments
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Openai Evals Python Runtime
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment