Master Artificial Intelligence & Machine Learning Course in Vesu
Master regression metrics, predictive classification, convolutional neural networks (CNN), deep learning models, and production ML pipelines with 100% practical 1-on-1 mentorship.
Course Overview
Curriculum Roadmap
Module 1: Module 1: Python for Data — NumPy, Pandas & a Simple Project Dashboard
- Setting up your workspace: Installing Anaconda, Jupyter Notebook, and the required Python libraries so everything runs correctly from day one.
- NumPy basics: Working with arrays and matrices in Python — the foundation every ML library is built on. Includes array math, slicing, and reshaping.
- Pandas for data cleaning: Loading real datasets (CSV files), fixing missing values, filtering rows, grouping data, and getting it ready for a model.
- Building a simple project dashboard: Creating a basic HTML/CSS webpage to display your model's prediction results — so your project looks presentable, not just a notebook output.
Module 2: Module 2: Supervised Learning — Regression and Classification
- Linear Regression from scratch: Understanding how a model learns to predict a number (like house price or sales revenue) by minimizing error using gradient descent.
- Regularization with Lasso and Ridge: How to stop your model from overfitting (memorizing training data instead of learning from it) using L1 and L2 penalties.
- Logistic Regression for classification: Teaching a model to predict yes/no outcomes (like spam or not spam) using a sigmoid function and cross-entropy loss.
- Measuring model performance: Reading a confusion matrix, understanding Precision vs. Recall, and interpreting the AUC-ROC score to know if your model is actually good.
Module 3: Module 3: Smarter Algorithms — Decision Trees, Random Forests & SVMs
- Decision Trees: How a model makes decisions by splitting data at each step using concepts like Gini impurity and entropy — and how to control tree depth to avoid overfitting.
- Random Forests: Why combining hundreds of decision trees (each trained on a random slice of data) gives far better results than a single tree.
- Support Vector Machines (SVM): How SVMs find the best boundary between two classes, including the kernel trick for data that isn't linearly separable.
- Hyperparameter tuning with Grid Search and Random Search: Automatically testing different model settings to find the combination that performs best on your data.
Module 4: Module 4: Deep Learning — Neural Networks with TensorFlow & Keras
- Building an Artificial Neural Network (ANN): Stacking input, hidden, and output layers in Keras, setting weights and biases, and training the network on real data.
- Activation functions explained: What ReLU, Sigmoid, and Tanh do mathematically and why choosing the right one matters for your network's performance.
- Backpropagation and optimizers: How a neural network learns by calculating gradients and updating weights — and how to tune learning rate and use optimizers like Adam.
- Convolutional Neural Networks (CNN) for image data: Building CNNs with convolution layers, pooling layers, and fully connected layers to classify images correctly.
Module 5: Module 5: Deploying Your Model & Final Project
- Saving and loading trained models: Using Python's pickle utility and Keras model-saving methods to store a trained model as a file you can reuse.
- Wrapping your model in an API: Building a lightweight backend endpoint (using Flask or FastAPI) so other applications can send data to your model and get predictions back.
- Deploying to the cloud: Hosting your trained model and its web interface on a live cloud server so it works on a real URL, not just on your laptop.
- Final project and portfolio defense: Assembling a complete end-to-end ML pipeline — from raw data to live deployed model — and walking through it in a mock interview-style review session.
Meet Your Mentors
Taiyeb Khumri
Founder and Lead Educator at NodeToLearn
Taiyeb Hariyanawala is the Founder and Lead Educator at NodeToLearn, a premier computer education institute based in Nanpura, Surat. With a deep specialization in digital marketing, video editing, and full-stack software development, Taiyeb integrates cutting-edge AI-driven workflows and agentic automation into professional technical training. Committed to academic excellence, he has implemented ISO 21001:2018 certification standards to provide industry-leading curricula in Python, Flutter, and web technologies. His mission is to bridge the gap between complex IT concepts and practical application for the next generation of digital creators and developers.
View LinkedIn ProfileWho is this for?
This course is a good fit for BCA, MCA, and B.Tech (CS/IT) students or graduates who want to move into AI or data science roles. It also works well for backend developers who already know some Python and want to add machine learning skills to their profile. You don't need prior ML experience, but you should be comfortable with basic Python programming before joining — if you're not, ask us about our Python fundamentals course first. This is not a course for complete beginners to programming.
Career Opportunities
Prerequisites
Basic computer operating literacy and a comfortable understanding of core Python programming mechanics (loops, lists, and functions).
Tools Covered
Certification
ISO 21001:2018 Certified Professional AI & Machine Learning Architect Certificate
Earn a certificate that actually holds weight in the industry.
Our institutional evaluation is strictly project-backed to maintain absolute industry authority and prevent unverified credential inflation. To qualify for your credential, you must successfully submit a final technical machine learning repository featuring a documented deep neural network configuration, a verified model pipeline scoring above strict accuracy thresholds on an un-seen testing dataset, a live responsive web companion frontend monitoring telemetry layout, and a model validation file verified via advanced data profiling tools. Upon successful panel review, you will be issued an official ISO 21001:2018 Certified Professional AI & Machine Learning Architect validation, containing a unique global tracking identification number that software houses, corporate IT departments, and international product engineering groups can instantly verify online.
Our Training & Placement Methodology Trusted Process
We maintain full transparency in our curriculum delivery and placement assistance. Our certification is backed by rigorous live-project evaluations and our placement claims are verified by our extensive network of hiring partners across Surat.
Real-World Curriculum
Our syllabus is continuously updated based on direct feedback from industry HRs and Senior Tech Leads to ensure market relevance.
Placement Process
100% placement assistance isn't just a promise; it includes mandatory resume building, mock technical interviews, and direct employer referrals.
Expert Led Sessions
Classes are solely conducted by working professionals with a minimum of 5+ years of active industry experience in their respective domains.
ISO 21001:2018 Certified
Our educational management system is officially certified, guaranteeing international standards in training quality and student assessment.
Transparent Certification Process
Frequently Asked Questions
Why Study in Vesu?
Best Artificial Intelligence & Machine Learning Course Classes Near Vesu, Surat
Searching for the absolute best Artificial Intelligence & Machine Learning Course training institute near Vesu? NodeToLearn is located just 4km away. Our state-of-the-art campus is a quick 10-minute drive from the heart of Vesu, making it incredibly easy for students and working professionals to upgrade their skills with flexible evening or weekend batches.
We believe your education shouldn't be limited by exhausting travel. Situated minutes from premium local landmarks like VIP Road, Vesu Canal Road, Someshwar Junction, and Reliance Market, our campus delivers industry-grade tech training right in your neighborhood.
- Hyper-Local Advantage: Spend less time in traffic and more time building code with a seamless 4km commute.
- Prime Accessibility: Effortless transit connections for students joining us from VIP Road, Bharthana, and Piplod.
- 100% Placement Support: Master modern tech stacks on live production projects and secure your place in Surat's booming IT sector.
Don't settle for average training. Join the top-rated Artificial Intelligence & Machine Learning Course program near Vesu and kickstart your IT career with NodeToLearn today!
We also offer this course in:
Course Features
-
Duration6 Months
-
LevelAdvanced
-
CertificationISO 21001:2018 Certified Professional AI & Machine Learning Architect Certificate
-
PaymentEMI Option Available
-
Career100% Placement Assistance
NodeToLearn Certified Students
Join hundreds of students who have successfully completed their training and earned their industry-recognized certificates.
Tanzil Malik - Digital Marketing
Mufaddal Kotawala - Video Editing & Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Sarvesh Kumar - Tally Prime With GST
Pratham Pastagiya - Tally Prime With GST
Murtaza Bookwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Zahra Hathiwala - UI/UX Designing
Aliasgar Acharwala - UI/UX Designing
Hussain Jabrot - Advance Excel
Mehlam Songadhwala - Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Aara Mansuri
Abbas Channiwala - Graphic Designing
Tanzil Malik - Digital Marketing
Mufaddal Kotawala - Video Editing & Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Sarvesh Kumar - Tally Prime With GST
Pratham Pastagiya - Tally Prime With GST
Murtaza Bookwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Zahra Hathiwala - UI/UX Designing
Aliasgar Acharwala - UI/UX Designing
Hussain Jabrot - Advance Excel
Mehlam Songadhwala - Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Aara Mansuri
Abbas Channiwala - Graphic Designing
Tanzil Malik - Digital Marketing
Mufaddal Kotawala - Video Editing & Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Sarvesh Kumar - Tally Prime With GST
Pratham Pastagiya - Tally Prime With GST
Murtaza Bookwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Zahra Hathiwala - UI/UX Designing
Aliasgar Acharwala - UI/UX Designing
Hussain Jabrot - Advance Excel
Mehlam Songadhwala - Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Aara Mansuri
Abbas Channiwala - Graphic Designing
Real Students, Real Impact
Hear directly from our alumni about their learning journey and career transformation with NodeToLearn.
"A life-changing experience!"
"I am currently doing the Full Stack Development course at NodeToLearn Computer Education, and my experience has been amazing. The teachers are highly knowledgeable, supportive, and always ready to help whenever students have doubts. The faculty is very friendly and creates a comfortable learning environment for everyone. The way they teach is very practical and easy to understand, even for beginners. They focus on building real skills and provide proper guidance throughout the course. I have learned a lot and gained confidence in my technical abilities. If you are looking for the best Full Stack classes in Surat or the best computer classes near Rehmatpura, I highly recommend NodeToLearn Computer Education. Their teaching quality, supportive staff, and student-focused approach make them one of the best institutes for learning computer and programming skills. Thank you to all the teachers and faculty members for their continuous support and encouragement!"
Arwa Morkas
"I am currently taking 12th academic classes at Nodetolearn Computer Classes, and my experience here has been truly excellent. The teachers explain every concept very clearly and make sure we understand each topic thoroughly. The learning environment is comfortable, supportive, and student-friendly.
One of the best things about this institute is that it is very budget-friendly without compromising on quality. The classes are well-organized, and the staff is also very helpful and cooperative. Overall, I’m really satisfied with my experience and would definitely recommend Nodetolearn Computer Classes to other students. Best academic classes In surat. Best computer classes in begumpura."
Shiv Chevli
"I’m currently doing a Full Stack Development course at Nodetolearn Computer Classes, and my experience has been truly amazing. The way concepts are explained here is very clear and practical. All the teachers, including both sir and ma’am, are extremely supportive and friendly. They make sure each student understands the topic properly and also guide us like mentors. The environment is very positive and motivating. I would highly recommend Nodetolearn to anyone who wants to build strong skills in coding and development. Nodetolearn class is the best comouter classes near me. Best conouter class for full stack course in surat."
Kiran Regmi
"I recently joined Nodetolearn Computer Class "The computer class is very helpful and well-organized. The teacher explains concepts clearly and makes learning easy for beginners. The practical sessions are useful, and the classroom environment is peacefully . I have improved my computer skills and confidence. I would highly recommend this class to anyone who wants to learn computers.""
Hatim Hajoori
"I completed my Digital Marketing with SEO and WordPress course at Nodetolearn Computer Classes, and my experience was really great. The course covers all important topics like SEO, social media marketing, Google Ads, content marketing, and practical strategies used in real projects. The faculty is very knowledgeable and always ready to clear doubts. The teaching style is easy to understand, and the practical sessions helped me gain real-world experience in digital marketing. Overall, Nodetolearn provides excellent guidance and a positive learning environment. If you are searching for the best computer classes in Surat or the best computer classes in Begumpura, I highly recommend Nodetolearn Computer Classes for digital marketing and other professional courses."
Zainab Pittalwala
"Best Computer Classes In Surat"
Frequently Asked Questions
Got questions? We've got answers. Explore everything you need to know about starting your tech career with NodeToLearn.
Still have questions?
Contact Our Team