Master Artificial Intelligence & Machine Learning Course in Surat
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
We also offer this course in:
Course Features
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Duration6 Months
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LevelAdvanced
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CertificationISO 21001:2018 Certified Professional AI & Machine Learning Architect Certificate
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PaymentEMI Option Available
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Career100% Placement Assistance
NodeToLearn Certified Students
Join hundreds of students who have successfully completed their training and earned their industry-recognized certificates.
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Sahima Dhandhuwala - Graphic Designing
Aliasgar Acharwala - UI/UX Designing
Zahra Hathiwala - UI/UX Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Murtaza Bookwala - Graphic Designing
Abbas Channiwala - Graphic Designing
Mehlam Songadhwala - Graphic Designing
Hussain Jabrot - Advance Excel
Tanzil Malik - Digital Marketing
Aara Mansuri
Sarvesh Kumar - Tally Prime With GST
Fahima Dhandhuwala - Digital Marketing
Madni Shaikh - Graphic Designing & Video Editing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Sahima Dhandhuwala - Graphic Designing
Aliasgar Acharwala - UI/UX Designing
Zahra Hathiwala - UI/UX Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Murtaza Bookwala - Graphic Designing
Abbas Channiwala - Graphic Designing
Mehlam Songadhwala - Graphic Designing
Hussain Jabrot - Advance Excel
Tanzil Malik - Digital Marketing
Aara Mansuri
Sarvesh Kumar - Tally Prime With GST
Fahima Dhandhuwala - Digital Marketing
Madni Shaikh - Graphic Designing & Video Editing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Sahima Dhandhuwala - Graphic Designing
Aliasgar Acharwala - UI/UX Designing
Zahra Hathiwala - UI/UX Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Murtaza Bookwala - Graphic Designing
Abbas Channiwala - Graphic Designing
Mehlam Songadhwala - Graphic Designing
Hussain Jabrot - Advance Excel
Tanzil Malik - Digital Marketing
Aara Mansuri
Sarvesh Kumar - Tally Prime With GST
Fahima Dhandhuwala - Digital Marketing
Madni Shaikh - Graphic Designing & Video Editing
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 a Motion Graphics course at NodetoLearn Computer Classes, and my experience so far has been really amazing. The sir and ma’am are very supportive, friendly, and highly knowledgeable. They explain concepts clearly and always help whenever there is a doubt. Before joining NodetoLearn, I made inquiries at many computer classes in Surat, but NodetoLearn felt the most honest, professional, and student focused. The teaching quality, practical approach, and positive environment truly make it stand out. If you are searching for the best computer classes near me, I genuinely feel NodetoLearn is one of the best computer classes in Surat. It is especially a great choice for anyone looking for the best classes for motion graphics with real guidance and industry oriented learning. I’m really happy with my decision to join NodetoLearn and would definitely recommend it to anyone who wants to build strong skills in motion graphics and computer education."
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Hozy Vana
"My name is Huzaifa, and I'm currently doing the Java Programming course at Nodetolearn Computer Classes. My experience has been excellent so far. The teachers explain every concept in a simple and practical way, making Java easy to understand. The sir and the entire staff are very friendly, supportive, and always ready to help whenever I have any doubts. The learning environment is positive and motivating, and I feel more confident in my programming skills with every class. My parents also trust this institute because of its professionalism and the genuine support they provide to every student. If you're looking for the best computer classes near me, I highly recommend Nodetolearn. It is one of the best Java classes in Surat and also one of the best computer classes in Begumpura . If you want quality teaching, practical knowledge, and excellent guidance, Nodetolearn Computer Classes is definitely the right choice."
Farida
"NodeToLearn Computer Education is the best computer institute for BCA & MCA students, offering job-oriented training with hands-on experience. The institute provides expert-led courses covering essential subjects like C, C++, Java, Python, Data Structures, Web Development (HTML, CSS, JavaScript, PHP, MERN Stack), Database Management (MySQL, MongoDB), and Software Engineering. The curriculum is designed to meet industry standards, ensuring students gain practical knowledge through live projects, case studies, and real-world applications. With experienced faculty, personalized mentorship, and a focus on skill development, NodeToLearn helps students build a strong foundation for placements and career growth. If you're looking for the best computer classes near me for BCA & MCA or the top computer training institute for IT courses, NodeToLearn is the right choice to advance your skills and secure a bright future in the tech industry. Highly recommended for students who want to excel in their academics and professional careers!"
Fatema Tinwala
"As a parent, I’m very happy to share my experience with Nodetolearn Computer Education. My daughter is currently taking the Video Editing and Graphic Designing course here, and it has truly been a wonderful experience for us.The teachers are extremely supportive and caring towards every student. They make sure each child understands the concepts properly and they guide them with great patience and dedication. As a parent, it gives me peace of mind to see how much attention and care they give to the students.I am especially grateful to Taiyeb Sir and Ruqaiyah Ma’am for their constant support, encouragement, and excellent teaching. Their guidance has really helped my daughter learn with confidence.I highly recommend Nodetolearn Computer Education to all parents and students who are looking to learn valuable computer skills. In my opinion, it is the best computer institute near Saiyedpura and one of the best computer classes in Surat for courses like graphic designing and video editing.
Thank you for creating such a positive learning environment for student."
Hussain Jabrot
"I recently completed an Advanced Excel course, and it was an excellent learning experience. The course covered a wide range of advanced topics like pivot tables, VLOOKUP, macros, data analysis tools, and complex formulas. Everything was explained clearly with practical examples, which made it easy to understand and apply in real-world tasks. The trainer was knowledgeable, approachable, and always ready to help with doubts. I now feel much more confident using Excel for data management and analysis. Highly recommended for anyone looking to deepen their Excel skills!"
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