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Deep Learning / 32

Projects & Experiments

Choose a proposed deep-learning project and plan its baseline, evaluation, and limitations.

Section 32 of 32 · 21 subtopics

This is a knowledge index. Published titles open their articles; the remaining entries outline planned coverage.

Explore Build & Experiment ↗

Beginner

  1. 32.01

    Build a Neural Network from Scratch

    Proposed project: Build a Neural Network from Scratch. Define a baseline, test procedure, and limitations.

    beginnerArticle in preparation
  2. 32.02

    MNIST Digit Classifier

    Proposed project: MNIST Digit Classifier. Define a baseline, test procedure, and limitations.

    beginnerArticle in preparation
  3. 32.03

    Image Classifier

    Proposed project: Image Classifier. Define a baseline, test procedure, and limitations.

    beginnerArticle in preparation
  4. 32.04

    Simple Sentiment Classifier

    Proposed project: Simple Sentiment Classifier. Define a baseline, test procedure, and limitations.

    beginnerArticle in preparation
  5. 32.05

    Autoencoder

    Proposed project: Autoencoder. Define a baseline, test procedure, and limitations.

    beginnerArticle in preparation

Intermediate

  1. 32.06

    CNN Image Classifier

    Proposed project: CNN Image Classifier. Define a baseline, test procedure, and limitations.

    intermediateArticle in preparation
  2. 32.07

    LSTM Sequence Classifier

    Proposed project: LSTM Sequence Classifier. Define a baseline, test procedure, and limitations.

    intermediateArticle in preparation
  3. 32.08

    Attention Visualization

    Proposed project: Attention Visualization. Define a baseline, test procedure, and limitations.

    intermediateArticle in preparation
  4. 32.09

    Transformer Text Classifier

    Proposed project: Transformer Text Classifier. Define a baseline, test procedure, and limitations.

    intermediateArticle in preparation
  5. 32.10

    Transfer Learning Project

    Proposed project: Transfer Learning Project. Define a baseline, test procedure, and limitations.

    intermediateArticle in preparation
  6. 32.11

    Image Segmentation

    Proposed project: Image Segmentation. Define a baseline, test procedure, and limitations.

    intermediateArticle in preparation

Advanced

  1. 32.12

    Build a Transformer

    Proposed project: Build a Transformer. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  2. 32.13

    Train a Small Language Model

    Proposed project: Train a Small Language Model. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  3. 32.14

    Vision Transformer

    Proposed project: Vision Transformer. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  4. 32.15

    Multimodal Retrieval

    Proposed project: Multimodal Retrieval. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  5. 32.16

    Diffusion Model Experiment

    Proposed project: Diffusion Model Experiment. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  6. 32.17

    Model Quantization Experiment

    Proposed project: Model Quantization Experiment. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  7. 32.18

    Distributed Training Experiment

    Proposed project: Distributed Training Experiment. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  8. 32.19

    Production Inference API

    Proposed project: Production Inference API. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  9. 32.20

    GPU Serving Pipeline

    Proposed project: GPU Serving Pipeline. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation
  10. 32.21

    Deep Learning Monitoring System

    Proposed project: Deep Learning Monitoring System. Define a baseline, test procedure, and limitations.

    advancedArticle in preparation