Deep LearningMay 24, 2026 at 7:30 PM8 min read
IMDB Sentiment Classification with LSTM
Classify IMDB reviews as positive or negative using LSTM. Covers word-to-integer encoding, pad sequences, Embedding layer, LSTM, and binary classification.
Category Profile
Deep Learning
Master Neural Networks, Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs/LSTMs), Computer Vision, and advanced architectures using PyTorch, TensorFlow, and Keras.
Deep Learning Tutorials (19)
Browse, search, and work through all available articles for this category.
RNNs, LSTMs & Time Series
7 articlesDeep Learning
Deep LearningMay 23, 2026 at 2:15 PM14 min read
Text Generation using Tensorflow, Keras and LSTM
Generate Shakespearean text using stacked LSTM in TensorFlow. Covers corpus cleaning, tokenization, sequence preparation, Embedding layer, and word prediction.
Deep LearningMay 22, 2026 at 9:00 PM5 min read
Poetry Generation with TensorFlow and LSTM
Generate poetry with TensorFlow and LSTM. Covers tokenization, sequence preparation, Embedding layers, stacked LSTM training, and next-word prediction.
Deep LearningMay 22, 2026 at 8:15 PM8 min read
Google Stock Price Prediction using RNN - LSTM
Predict Google stock prices using a stacked LSTM in TensorFlow. Covers RNN concepts, MinMaxScaler, data windowing, LSTM layers, and time-series visualization.
Deep LearningMay 20, 2026 at 9:00 PM6 min read
Airline Passenger Prediction using RNN - LSTM
Predict airline passenger numbers using an LSTM in TensorFlow. Covers time-series data preparation, MinMaxScaler, look-back windows, and LSTM regression.
Deep LearningMay 19, 2026 at 3:00 PM12 min read
Multi-Step Time Series Prediction with LSTM
Predict household power consumption for the next week using LSTM. Covers multivariate time-series preprocessing, MinMaxScaler, and multi-step LSTM forecasting.
Deep LearningMay 17, 2026 at 4:30 PM16 min read
Human Activity Recognition with CNN
Recognize human activities from accelerometer data using a 2D CNN. Covers data balancing, LabelEncoder, frame-based feature extraction, and confusion matrix.
Transfer Learning & Transformers
3 articles
Deep LearningMay 24, 2026 at 8:15 AM6 min read
Sentiment Classification Using BERT
Fine-tune BERT for IMDB movie review sentiment classification using ktrain. Covers Transformer architecture, BERT tokenization, and one-cycle fine-tuning.
Deep LearningMay 18, 2026 at 10:00 PM5 min read
Sentiment Classification with DistilBERT
Fine-tune DistilBERT for sentiment classification using ktrain. Covers text preprocessing, DistilBERT tokenization, one-cycle training, and model deployment.
Deep LearningMay 16, 2026 at 9:00 AM13 min read
Words Embedding using GloVe Vectors
Apply GloVe vectors for Twitter sentiment analysis in TensorFlow. Covers text preprocessing, GloVe embedding matrix, Conv1D model, and binary classification.
CNNs & Image Classification
7 articles
Deep LearningMay 23, 2026 at 3:00 PM4 min read
Image Classification with Pre-trained VGG-16
Classify objects using the pre-trained VGG-16 model in Keras. Covers VGG architecture, loading ImageNet weights, image preprocessing, and top-5 predictions.
Deep LearningMay 21, 2026 at 6:00 PM11 min read
Multi-Label Movie Poster Classification with CNN
Classify movie genres from poster images using a 2D CNN. Covers multi-label classification, ImageDataGenerator, Conv2D with BatchNorm, and sigmoid output.
Deep LearningMay 20, 2026 at 12:00 PM11 min read
Dog vs Cat Classification with CNN
Classify dog and cat images using a 2D CNN in TensorFlow 2.0. Covers VGG16 architecture, Dropout, BatchNormalization, ImageDataGenerator, and SGD optimizer.
Deep LearningMay 18, 2026 at 10:30 AM6 min read
2D CNN on CIFAR-10 with TensorFlow 2.0
Train a 2D Convolutional Neural Network on CIFAR-10 using TensorFlow 2.0. Covers Conv2D, MaxPooling, Dropout, model training, and confusion matrix evaluation.
Deep LearningMay 18, 2026 at 9:00 AM11 min read
Credit Card Fraud Detection using CNN
Detect fraudulent credit card transactions using a 1D CNN in TensorFlow. Covers dataset balancing, StandardScaler, Conv1D, BatchNormalization, and MaxPool1D.
Deep LearningMay 16, 2026 at 10:30 AM10 min read
Breast Cancer Detection Using CNN
Detect breast cancer using a 1D CNN in TensorFlow 2.0. Covers Conv1D, BatchNormalization, Dropout, Adam optimizer, and binary classification on medical data.
Deep LearningMay 16, 2026 at 9:45 AM12 min read
Customer Satisfaction Prediction with CNN
Predict bank customer satisfaction using a 1D CNN in TensorFlow. Covers feature selection, StandardScaler, Conv1D layers, and binary classification training.
Getting Started
2 articles
Deep LearningMay 21, 2026 at 2:15 PM5 min read
Building Your First ANN with TensorFlow 2.0
Build your first ANN with TensorFlow 2.0 and Keras. Covers activation functions, optimizers, backpropagation, and binary classification on tabular data.
Deep LearningMay 19, 2026 at 4:30 PM9 min read
Getting Started with TensorFlow 2.0 and Keras
Get started with TensorFlow 2.0 by classifying Fashion MNIST images. Covers sequential models, Dense layers, ReLU activation, training, and prediction.