Course Overview:
Explore the cutting-edge field of Generative AI. Learn about neural networks, deep learning, and AI model development. Gain hands-on experience with AI tools and platforms to build innovative AI applications.
Duration: 3+1 months
Introduction to AI
- History and current state of AI
- Types of AI: Narrow AI vs. General AI
- Ethical considerations and societal impacts
Foundations of Machine Learning
- Machine learning concepts
- Supervised, unsupervised, and reinforcement learning
- Linear and logistic regression, decision trees
Deep Learning Fundamentals
- Neural networks architecture
- Activation functions, loss functions, optimization algorithms
- Convolutional Neural Networks (CNNs) for image recognition
Natural Language Processing (NLP)
- Basics and applications of NLP
- Text preprocessing techniques
- Word embeddings and language modeling (e.g., LSTM, Transformer)
Computer Vision
- Introduction to computer vision
- Image preprocessing and feature extraction
- Object detection, image segmentation, and classification using CNNs
Reinforcement Learning
- Fundamentals of reinforcement learning
- Markov Decision Processes (MDPs) and Q-learning
- Deep Q-Networks (DQN) and policy gradient methods
Advanced Topics in AI
- Generative Adversarial Networks (GANs)
- Transfer learning and fine-tuning pre-trained models
- Attention mechanisms and applications
AI Ethics and Bias
- Understanding bias in AI systems
- Ethical considerations in AI development
- Ensuring fairness and transparency in AI algorithms
Applications and Case Studies
- Real-world applications of AI in various industries (healthcare, finance, automotive,etc.)
- Case studies of successful AI implementations
- Challenges and future directions in AI research and development
Bonus Add-On’s with every course:
Soft Skills Training
Soft skills are crucial for success in placements, as they complement technical skills and help candidates stand out during interviews and in professional environments. Here's a comprehensive outline for a soft skills training program tailored for placement preparation: which is provided by us.
- Importance of Soft Skills
- Communication Skills
- Verbal Communication
- Non-Verbal Communication
- Presentation Skills
- Written Communication
- Interpersonal Skills
- Teamwork & Collaboration
- Leadership Skills
- Problem-Solving & Critical Thinking
Resume Writing Session
Resume writing sessions will be delivered to help students craft effective resumes that highlight their skills, experiences, and qualifications. Below is a detailed outline for a resume writing session designed to prepare students for placement:
- Types of Resumes
- Key Components of a Resume
- Objective Statement or Summary
- Tailoring Students Resume
- Highlighting Relevant exposure
- Writing Effective Bullet Points
- Formatting & Design
- Do & Don’ts of Resume Writing
Interview Preparation Session
Preparing freshers for placement interviews involves equipping them with the knowledge, skills, and confidence needed to perform well in interviews. Here’s a comprehensive outline for an interview preparation session specifically designed for our students.
Purpose of an Interview
Types of Interviews
- Technical Interviews
- HR Interviews
- Behavioural Interviews
- Group Discussions (GD)
- Panel Interviews
- Online/Virtual Interviews
Understanding the Interview Process
- Pre-Interview Preparation
- Researching the Company
- Understanding the Job Description
- Reviewing Your Resume
- Preparing Your Portfolio
Types of Interview Questions
- Traditional Questions
- Behavioural Questions
- Technical Questions
- Technical Questions
- Mastering Common Interview Questions
- Master the Art of speaking
- Non-Verbal Communication
- Virtual Interview Preparation
- Handling Difficult Questions
- The Importance of Asking Questions
- Mock Interviews
- Post-Interview Etiquette
- Dealing with Interview Anxiety
