I have completed a Bachelor of Science from the University of Punjab Lahore, M.Sc in Computer Science from Government College University Lahore (Pakistan), MS/MPhil in Computer Science from Lahore Leads University, and PhD in Computer Science from the Uni
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Deep Learning Skills and Knowledge
• Artificial Neural Networks
• Convolutional Neural Networks (CNNs)
• Deep Learning for Text – Embeddings
• Recurrent Neural Networks
• LSTMs
• Transformer Models
• Machine Learning (Supervised and Un-Supervised) Skills and Knowledge
• Exploratory Data Analysis and Visualization
• Linear Regression
• Auto-regression
• Logistic Regression
• Classification Using K-Nearest Neighbors
• Classification Using Decision Trees
• Ensemble Modeling
• One-Hot Encoding
• Bagging
• Boosting
• Stacking
• Model Evaluation
• k-means Clustering
• Hierarchical Clustering
• Principal Component Analysis
• Topic Modeling
• Market Basket Analysis
• Computer Visio Skills and knowledge
• Deep learning for Computer Vision
• Performing Image Classification
• Video Classification
• Convolutional Neural Network
• The AlexNet model
• The VGG-16 model
• The Google Inception-V3 model
• The Microsoft ResNet-50 model
• The SqueezeNet model
• The DenseNet model
• Pre-Trained Networks with Transfer Learning
• Styling Images with DeepDream
• Neural Style Transfer
• Image Super-Resolution
• Reducing Noise with Autoencoders
• Generative Adversarial Network
• Pix2Pix Model
• CycleGAN
• Adversarial Attacks
• Captioning Images with CNNs and RNNs
• Images Segmentation with U-Net
• Localizing and Detecting in Images
• Deep Learning to Videos
• Natural Language Processing Skills and Knowledge
WORK EXPERIENCE
• Tokenization
• PoS Tagging
• Stop Word Removal
• Text Normalization
• Spelling Correction
• Stemming
• Lemmatization
• Named Entity Recognition (NER)
• Word Sense Disambiguation
• Bag of Words (BoW)
• Term Frequency–Inverse Document Frequency (TFIDF)
• Developing a Text Classifier
• Collecting Text Data with Web Scraping and APIs
• Topic Modeling
• Vector Representation
• Text Generation
• Text Summarization
• Sentiment Analysis