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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:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
Principles
- Principle:Tensorflow Tfjs Layer API Surface
- Principle:Axolotl ai cloud Axolotl Vision Language Model Loading
- Principle:Scikit learn Scikit learn Cluster Evaluation
- Principle:Huggingface Datatrove CSV Data Reading
- Principle:Facebookresearch Audiocraft Compression Training Execution
- Principle:Neuml Txtai Custom Function Tools
- Principle:Zai org CogVideo Diagonal Gaussian Distribution
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:Openclaw Openclaw Channel Registration
- Principle:Fede1024 Rust rdkafka FFI Binding Layer
Implementations
- Implementation:Vllm project Vllm LLM Generate
- Implementation:CARLA simulator Carla Python Weather Bindings
- Implementation:Apache Paimon KeyValueDataWriter
- Implementation:Ggml org Ggml Hexagon softmax ops
- Implementation:Online ml River Base Classifier
- Implementation:Truera Trulens Session Get Records And Feedback
- Implementation:Scikit learn Scikit learn DecisionTreeClassifier
- Implementation:Google deepmind Mujoco mjx get data
- Implementation:CARLA simulator Carla Client Start Recorder
- Implementation:Openai Openai node FineTuning Jobs Resource
Heuristics
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Eric mitchell Direct preference optimization RMSprop Over Adam
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Sdv dev SDV Sampling Retry Tuning
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:ArroyoSystems Arroyo Checkpoint Interval Tuning
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Protectai Llm guard Fail Fast Early Exit
Environments
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Neuml Txtai Python Core Environment