AI, NLP & Computer Vision - Irtiza
Duration:1 months
Batch Type:Weekend
Languages:English
Class Type:Online
Course Fee:
Course Content
1. Introduction to AI & Machine Learning
What is AI, ML, DL
Types of machine learning
End-to-end ML lifecycle
Tools & environment setup (Jupyter, VS Code, Anaconda)
2. Python for Machine Learning & Data Analysis
Python basics & OOP
NumPy, Pandas, Matplotlib, Seaborn
EDA (Exploratory Data Analysis)
Feature engineering & preprocessing
Working with datasets
3. Machine Learning Algorithms
Linear & Logistic Regression
Decision Trees, Random Forests, XGBoost
SVM, KNN, Naive Bayes
Hyperparameter tuning
Model evaluation metrics
4. Deep Learning Foundations
Neural networks (ANN)
Activation functions
Backpropagation
Optimization techniques
TensorFlow / Keras basics
5. Natural Language Processing (NLP)
Text preprocessing & cleaning
Tokenization, Stemming, Lemmatization
Bag of Words, TF-IDF
Word Embeddings (Word2Vec, GloVe)
RNN, LSTM, GRU models
Sentiment analysis project
6. Computer Vision
Image processing basics (OpenCV)
CNN architecture
Image classification & object detection
Transfer Learning
YOLO / SSD basics
Real-time image processing project
7. Model Deployment
Flask basics for deployment
Streamlit app development
Building REST APIs
Hosting ML models on cloud (Render, AWS, Railway)
Full end-to-end deployment project
Skills
Python for Ml and Data Analysis, Machine Learning Model Deployment Using Flask and Streamlit, Natural Language Processing (nlp), Computer Vision, Artificial Intelligence
Tutor

I am Irtiza, an AI/ML Engineer with 3 years of industry experience and a strong academic background in Physics, Mathematics, and a Master’s in Computer Applications (MCA).
I also have ...
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3 Years Experience
Srinagar Jammu and Kashmir




