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AI WITH MACHINE & DEEP LEARNING
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4.5 (2204 Ratings)
AI with Machine Learning and Deep Learning represents the integration of data-driven, learning-based techniques into artificial intelligence systems, enabling them to perform complex tasks and make intelligent decisions across various domains and industries.
Overview
The Syllabus
Curriculum Designed by Experts
Project – 1
Introduction with Artificial Intelligence
- What is AI (Artificial Intelligence) ?
- What types of intelligences we are talking about?
- Different definitions and Ultimate goal of AI.
- What are application areas for AI?
- History of AI and some real life examples of AI.
ML and other related terms to AI
- What is ML and How it is related with AI?
- What is NLP and How it is related with AI?
- What is DL and How it is related with ML and AI?
- What are ANNs and DNNs and How are they related to AI?
A working example of AI and ML
Project 1 – These simple tasks are to make you understand how AI and ML can find their applications in real life.
Python libraries for ML
- What are Libraries, packages and Modules?
- What are top Python libraries for ML in Python?
Setting up Anaconda development environment
- Why choosing Anaconda development environment?
- Setting up Anaconda development environment on Windows 10 PC.
- Verifying proper installation of Anaconda environment.
Getting into core development of ML
- What is a classifier in ML?
- Important elements and flow of any ML projects.
- Let’s develop our first ML program – explanations
- Let’s develop our first ML program – development
Project – 2
These simple tasks are going to give you some great experience with Machine Learning introductory programs or better say, “Hello world” programs of Machine Learning.
Different ML techniques
- What all ML techniques are there?
- Evaluation methods of all ML techniques.
Developing complete project of ML (IRIS flower project)
- Developing complete ML project – understanding data set
- Developing complete ML project – understanding flow of project
- Developing complete ML project – visualizing data set through Python
- Developing complete ML project – development
- Developing complete ML project – concepts explanations
- Developing another project of ML (Digit recognition project)
Project – 3
- After completing these project, you have done and understood multiple complete projects of Machine Learning.
Introduction of Ai with Deep Learning
- Installation
- CPU Software Requirements
- CPU Installation of PyTorch
- PyTorch with GPU on AWS
- PyTorch with GPU on Linux
- PyTorch with GPU on MacOSX
PyTorch Fundamentals : Matrices
- Matrix Basics
- Seed for Reproducibility
- Torch to NumPy Bridge
- NumPy to Torch Bridge
- GPU and CPU Toggling
- Basic Mathematical Tensor Operations
- Summary of Matrices
PyTorch Fundamentals : Variables and Gradients
- Variables
- Gradients
- Summary of Variables and Gradients
Linear Regression with PyTorch
- Linear Regression Introduction
- Linear Regression in PyTorch
- Linear Regression From CPU to GPU in PyTorch
- Summary of Linear Regression
Logistic Regression with PyTorch
- Logistic Regression Introduction
- Linear Regression Problems
- Logistic Regression In-depth
- Logistic Regression with PyTorch
- Logistic Regression From CPU to GPU in PyTorch
- Summary of Logistic Regression
Feedforward Neural Network with PyTorch
- Logistic Regression Transition to Feedforward Neural Network
- Non-linearity
- Feedforward Neural Network in PyTorch
- More Feedforward Neural Network Models in PyTorch
- Feedforward Neural Network From CPU to GPU in PyTorch
- Summary of Feedforward Neural Network
Convolutional Neural Network (CNN) with PyTorch
- Feedforward Neural Network Transition to CNN
- One Convolutional Layer, Input Depth of 1
- One Convolutional Layer, Input Depth of 3
- One Convolutional Layer Summary
- Multiple Convolutional Layers Overview
- Pooling Layers
- Padding for Convolutional Layers
- Output Size Calculation
- CNN in PyTorch
- More CNN Models in PyTorch
- CNN Models Summary
- Expanding Model’s Capacity
- CNN From CPU to GPU in PyTorch
- Summary of CNN
Recurrent Neural Networks (RNN)
- Introduction to RNN
- RNN in PyTorch
- More RNN Models in PyTorch
- RNN From CPU to GPU in PyTorch
- Summary of RNN
Long Short-Term Memory Networks (LSTM)
- Introduction to LSTMs
- LSTM Equations
- LSTM in PyTorch
- More LSTM Models in PyTorch
- LSTM From CPU to GPU in PyTorch
- Summary of LSTM
Projects
Deep Learning Projects
| Churn Modelling using ANN | Mini |
| Image Classification | Mini |
| Image classification using Transfer learning | Major |
| Sentence Classification using RNN,LSTM,GRU | Mini |
| Sentence Classification using word embeddings | Major |
| Object Detection using yolo | Major |
Machine Learning Projects
| EDA on movies database | Mini |
| House price prediction using Regression | Mini |
| Predict survival on the Titanic using Classification | Mini |
| Image Clustering | Mini |
| Document Clustering | Mini |
| Twitter US Airline Sentiment | Major |
| Restaurant revenue prediction | Major |
| Disease Prediction | Major |
Note : Depends upon Trainers above projects may vary
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Why Radical Technologies
Live Online Training
Highly practical oriented training
Installation of Software On your System
24/7 Email and Phone Support
100% Placement Assistance until you get placed
Global Certification Preparation
Trainer Student Interactive Portal
Assignments and Projects Guided by Mentors
And Many More Features
Course completion certificate and Global Certifications are part of our all Master Program
Live Classroom Training
Weekend / Weekdays / Morning / Evening Batches
80:20 Practical and Theory Ratio
Real-life Case Studies
Easy Coverup if you missed any sessions
PSI | Kryterion | Redhat Test Centers
Life Time Video Classroom Access ( coming soon )
Resume Preparations and Mock Interviews
And Many More Features
Course completion certificate and Global Certifications are part of our all Master Program
Self Paced Training
Self Paced Learning
Learn 300+ Courses at Your Own Time
50000+ Satisfied Learners
Course Completion Certificate
Practical Labs Available
Mentor Support Available
Doubt Clearing Session Available
Attend Our Virtual Job Fair
10% Discounted Global Certification
Course completion certificate and Global Certifications are part of our all Master Program
Like the Curriculum ? Let's Get Started
Global Certification
Radical Technologies is the leading IT certification institute in Kochi, offering a wide range of globally recognized certifications across various domains. With expert trainers and comprehensive course materials, it ensures that students gain in-depth knowledge and hands-on experience to excel in their careers. The institute’s certification programs are tailored to meet industry standards, helping professionals enhance their skillsets and boost their career prospects. From cloud technologies to data science, Radical Technologies covers it all, empowering individuals to stay ahead in the ever-evolving tech landscape. Achieve your professional goals with certifications that matter.
Online Classroom PREFERRED
- Live Classes from IIT Faculty & Industry Experts
- Certification from IHUB IIT Roorkee
- Career Services (Mock Interviews, Resume Preparation)
- Placement Assistance upon clearing PRT
- Dedicated Learning Manage
career services
At Radical Technologies, we are committed to your success beyond the classroom. Our 100% Job Assistance program ensures that you are not only equipped with industry-relevant skills but also guided through the job placement process. With personalized resume building, interview preparation, and access to our extensive network of hiring partners, we help you take the next step confidently into your IT career. Join us and let your journey to a successful future begin with the right support.
At Radical Technologies, we ensure you’re ready to shine in any interview. Our comprehensive Interview Preparation program includes mock interviews, expert feedback, and tailored coaching sessions to build your confidence. Learn how to effectively communicate your skills, handle technical questions, and make a lasting impression on potential employers. With our guidance, you’ll walk into your interviews prepared and poised for success.
At Radical Technologies, we believe that a strong professional profile is key to standing out in the competitive IT industry. Our Profile Building services are designed to highlight your unique skills and experiences, crafting a resume and LinkedIn profile that resonate with employers. From tailored advice on showcasing your strengths to tips on optimizing your online presence, we provide the tools you need to make a lasting impression. Let us help you build a profile that opens doors to your dream career.
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- Need Interview Supports?
- Need Job Assistance?
- Came from Any Other Institute ?
- Join our Brush up Session & Get Support until You find a Job!
Radical Learning Eco-System
Exam simulator
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Hands - on Cloud Lab
Developer Coding Ground
Testimonials
Our Alumni
Online Batches Available for the Areas
Kochi | Fort Kochi | Mattancherry | Ernakulam | Marine Drive | Kakkanad | Palarivattom | Kadavanthra | Chullikkal | Elamakkara | Kochi Port | Vyttila | Aluva | Thrippunithura | Panampilly Nagar | Edappally | Kothad | Njarackal
AI With Machine & Deep Learning Course Certification with Training in Kochi
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Our Azure Data Engineer Training Bangalore program covers every aspect of the Azure Data Engineer Syllabus, ensuring that students receive in-depth knowledge of data architecture, data processing, and data storage on Microsoft Azure. Whether you prefer attending classes in-person or via Azure Data Engineer Online Training, Radical Technologies provides flexible learning options to suit your needs.
Our Azure Data Engineering Training is renowned for its practical, real-world approach. Students have access to an industry-leading Azure Data Engineer Bootcamp, which combines theory and hands-on labs to ensure they are fully prepared for their certification exams. The Microsoft Azure Data Engineer Training is tailored to cover all key topics, from data integration to security, and is led by experienced professionals who are experts in their field.
For professionals and organizations seeking Azure Data Engineering Corporate Training, we offer tailored courses that address specific business needs. Our Azure Data Engineering Corporate Training Course ensures that teams gain practical experience in building scalable, secure, and efficient data solutions on Azure.
At Radical Technologies, our Azure Data Engineer Courses are structured to ensure that both beginners and experienced professionals alike can enhance their knowledge. The Azure Data Engineer Certification Training offered here equips students with the skills and credentials needed to stand out in a competitive job market.
Our institute also offers the Azure Data Engineer Full Course, which provides a comprehensive pathway for mastering Azure Data Engineering concepts and techniques. We take pride in being one of the top Azure Data Engineer Institutes in Bangalore, with a proven track record of helping students achieve their Azure Data Engineering Certification.
Whether you are looking for Azure Data Engineer Training Online or prefer our in-person classes in Bangalore, Radical Technologies is your trusted partner for career advancement in data engineering. Join us today to enroll in the Best Azure Data Engineer Course and kick-start your journey towards becoming a certified data engineer.
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