+91 90324 21995 [email protected] Tirupati, Andhra Pradesh
+91 90324 21995

Deep Learning

Learn Deep Learning Engineering Fundamentals using Python, TensorFlow, Keras, OpenCV, NumPy, Pandas, and pre-trained deep learning models. Design, train, and optimize intelligent neural network models for image classification, object detection, sequence prediction, and computer vision applications.

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Course Curriculum

Explore Our Curriculum

The Deep Learning Engineering program is designed to build a strong foundation in deep learning, neural networks, computer vision, and intelligent AI applications. The curriculum covers Deep Learning Fundamentals, TensorFlow & Keras, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), Long Short-Term Memory (LSTM), Transfer Learning, Object Detection, Image Classification, Model Training & Evaluation, and Deep Learning Applications. Students gain practical experience through data preprocessing, neural network development, model training, performance optimization, computer vision techniques, laboratory experiments, and industry-oriented deep learning projects. By the end of the program, learners will be proficient in designing, training, evaluating, and deploying deep learning models using TensorFlow, Keras, Python, and OpenCV, along with expertise in image classification, object detection, transfer learning, computer vision, and AI model optimization using industry-standard deep learning frameworks, preparing them for careers as Deep Learning Engineers, AI Engineers, Computer Vision Engineers, Machine Learning Engineers, Data Scientists, AI Application Developers, and Intelligent Systems Engineers.

Detailed Syllabus

Introduction to Deep Learning

Introduction to Deep Learning
Evolution of Deep Learning
Deep Learning Applications
Deep Learning Workflow
Hardware Requirements (CPU & GPU)
Future Trends in Deep Learning

TensorFlow & Keras Basics

Introduction to TensorFlow
Keras API Fundamentals
Installing TensorFlow & Keras
Building Neural Network Models
Model Compilation

Convolutional Neural Networks (CNN)

Introduction to CNN
Convolution Layers
Pooling Layers
Activation Functions
CNN Architecture
Feature Extraction
Image Preprocessing
CNN Model Development

Recurrent Neural Networks (RNN)

Introduction to Sequential Data
Recurrent Neural Networks (RNN)
RNN Architecture
Sequence Modeling
Time-Series Prediction
Text Processing Basics
RNN Applications

Long Short-Term Memory (LSTM)

Introduction to LSTM
LSTM Architecture
Prediction
Time-Series Forecasting
LSTM Applications

Transfer Learning

Introduction to Transfer Learning
Pre-trained Models
ResNet
MobileNet
Fine-Tuning Models
Image Augmentation
Performance Optimization

Object Detection & Image Classification

Introduction to Object Detection
YOLO Fundamentals
Image Classification
Dataset Preparation
Model Training
Model Validation
Model Evaluation
Performance Metrics

Deep Learning Projects

Image Classification Project
Object Detection Project
Face Mask Detection
Brain Tumor Detection
Human Emotion Recognition
Vehicle Detection
Model Deployment Basics
Final Deep Learning Capstone Project
Technologies

Key Tools You'll Master

Python, TensorFlow, Keras, PyTorch, Neural Networks, CNN, RNN, LSTM, Computer Vision, Transfer Learning, OpenCV, NumPy, Pandas, Matplotlib, Seaborn, Jupyter Notebook, Google Colab, GPU Computing, and Deep Learning Model Deployment technologies used for building, training, optimizing, and deploying real-world AI applications.

Python IDLE
NumPy
Tensor Flow

Course Schedule

India Standard Time (IST)

Duration
1 Month
Total Hours
150+ Hours
Weekly Hours
12h per week
Classes per Week
6 Sessions
Course Features

What's Included

Everything you need to succeed - from day one to your first job offer.

Industry-Oriented Deep Learning Curriculum

Learn deep learning concepts through an industry-focused curriculum covering neural networks, model development, and real-world AI applications.

Hands-on Model Development

Build, train, and deploy deep learning models through practical exercises and real-time implementation workflows.

TensorFlow, Keras & Neural Networks

Gain practical experience with TensorFlow, Keras, and neural network frameworks used in modern AI development.

CNN, RNN & LSTM Architectures

Understand and implement advanced deep learning architectures including Convolutional Neural Networks, Recurrent Neural Networks, and LSTM models.

Transfer Learning & Computer Vision

Explore transfer learning techniques and build intelligent computer vision applications using pre-trained deep learning models.

Object Detection & Image Classification

Develop AI solutions for detecting objects and classifying images using deep learning algorithms.

Model Evaluation & Optimization

Learn techniques to evaluate model performance, improve accuracy, and optimize deep learning models.

Real-Time Deep Learning Projects

Work on practical AI projects involving real-time data processing and deep learning applications.

Assignments & Practical Exercises

Strengthen your skills through guided assignments, coding exercises, and hands-on model-building tasks.

Mini Projects

Apply deep learning concepts by completing multiple mini projects based on real-world AI scenarios.

Capstone Deep Learning Project

Develop a complete end-to-end deep learning project demonstrating your AI and model development skills.

Interview Preparation

Prepare for AI/ML technical interviews with deep learning concepts, project discussions, and industry-focused questions.

Certification

Course Completion Certificate

Earn a Takeoff Learnings industry-recognized certificate upon successfully completing the program.

Course Completion Certificate
Recognized Professional Certificate
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