Master Artificial Intelligence & Machine Learning Course in Citylight
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 Citylight?
Best Artificial Intelligence & Machine Learning Course Classes Near City Light, Surat
Looking for the premium Artificial Intelligence & Machine Learning Course training institute near City Light? NodeToLearn is located just 4.5km away. Our state-of-the-art campus is an easy 11-minute drive from the heart of City Light, making it incredibly convenient for local students and professionals to upgrade their skills with our flexible evening or weekend batches.
We believe your education shouldn't be limited by long commutes. Situated minutes from prominent local landmarks like Science Centre Road, Maharaja Agrasen Bhawan, City Light Road, and Ashok Pan House, our campus provides high-end, industry-focused technical training right in your neighborhood.
- Hyper-Local Advantage: Maximize your laboratory time with a quick, stress-free 4.5km commute.
- Prime Accessibility: Smooth and effortless transit links for students traveling from City Light Town, Bhatar Road, and Althan.
- 100% Placement Support: Build a production-ready portfolio on live projects and launch directly into Surat's booming tech sector.
Don't settle for average training. Join the top-rated Artificial Intelligence & Machine Learning Course program near City Light 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.
Fahima Dhandhuwala - Digital Marketing
Murtaza Bookwala - Graphic Designing
Aara Mansuri
Madni Shaikh - Graphic Designing & Video Editing
Sarvesh Kumar - Tally Prime With GST
Pratham Pastagiya - Tally Prime With GST
Hussain Jabrot - Advance Excel
Aliasgar Acharwala - UI/UX Designing
Tanzil Malik - Digital Marketing
Zahra Hathiwala - UI/UX Designing
Abbas Channiwala - Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Mufaddal Kotawala - Video Editing & Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Fahima Dhandhuwala - Digital Marketing
Murtaza Bookwala - Graphic Designing
Aara Mansuri
Madni Shaikh - Graphic Designing & Video Editing
Sarvesh Kumar - Tally Prime With GST
Pratham Pastagiya - Tally Prime With GST
Hussain Jabrot - Advance Excel
Aliasgar Acharwala - UI/UX Designing
Tanzil Malik - Digital Marketing
Zahra Hathiwala - UI/UX Designing
Abbas Channiwala - Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Mufaddal Kotawala - Video Editing & Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Fahima Dhandhuwala - Digital Marketing
Murtaza Bookwala - Graphic Designing
Aara Mansuri
Madni Shaikh - Graphic Designing & Video Editing
Sarvesh Kumar - Tally Prime With GST
Pratham Pastagiya - Tally Prime With GST
Hussain Jabrot - Advance Excel
Aliasgar Acharwala - UI/UX Designing
Tanzil Malik - Digital Marketing
Zahra Hathiwala - UI/UX Designing
Abbas Channiwala - Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Mufaddal Kotawala - Video Editing & Graphic Designing
Ibrahim Kaukawala - Basic Computer (CCC)
Real Students, Real Impact
Hear directly from our alumni about their learning journey and career transformation with NodeToLearn.
"A life-changing experience!"
"I had an amazing experience at Nodetolearn Computer Classes in Begumpura, Surat. I enrolled in both the Graphic Designing and Video Editing courses, and I must say, the quality of teaching and hands-on experience was outstanding. The instructors are highly skilled and patient, ensuring each concept is explained in detail. The practical sessions helped me build my skills and gain confidence in using industry-standard tools like Adobe Photoshop, Illustrator, Premiere Pro, and more.
The classroom environment is friendly and well-equipped, making learning enjoyable and efficient. I also appreciate the personalized attention given to each student, which really helped me grasp complex topics easily.
If you're looking for top-notch computer classes in Surat, especially for graphic design and video editing, I highly recommend Nodetolearn. It’s definitely one of the best places to enhance your skills and kickstart a career in the creative field!"
Tasneem Badshah
"I’ve been attending NodeToLearn Computer Classes for the past few months, and I have to say, they are hands down the best in the area! The classes are well-structured, and the instructors are knowledgeable and patient. Whether you're a complete beginner or looking to advance your skills, the lessons are tailored to suit all levels.
The atmosphere is friendly, and the learning process is practical, ensuring you get hands-on experience with real-world applications. The course materials are up-to-date, and there is always support available if you have any doubts or questions. The convenience of their location and flexible class timings made it easy for me to fit the sessions into my busy schedule. The learning environment is motivating and interactive, making it fun to learn new skills. Plus, they offer various courses from basic computer skills to advanced programming languages.I definitely recommend NodeToLearn Computer Classes to anyone who’s looking to level up their computer skills. You won't be disappointed! Best computer classes in surat and best computer classes in begumpura"
Taher Lacewala
"I had an amazing experience at NODETOLEARN COMPUTER EDUCATION while learning the 2D & 3D Animation with CGI course. I travel from the Vesu area to Nanpura, because the quality of training is truly worth the commute. The trainers are experienced, patient, and explain every concept clearly, from the fundamentals of animation to advanced 3D modeling, texturing, lighting, rendering, and CGI techniques, with plenty of practical, hands-on projects. The learning environment is professional, supportive, and perfect for anyone who wants to build a career in animation or visual effects. If you’re looking for the best animation institute in Surat, 2D animation classes, 3D animation course, CGI training, VFX classes, or a professional computer education institute, I highly recommend NODETOLEARN COMPUTER EDUCATION. The course has helped me develop valuable industry-ready skills, and I sincerely thank the entire team for their excellent guidance and support."
Aksan Pariyani
"If you're looking for the best computer classes near Begumpura in Salabatpura, Nodetolearn is the place to be. This institute stands out for its practical approach, experienced faculty, and a strong commitment to student success. Whether you're a complete beginner or someone looking to upgrade your skills, Nodetolearn offers a range of well-structured courses that cater to every level.
For BCA students, Nodetolearn is especially recommended. It is widely recognized as the best BCA classes in Salabatpura near Begumpura, offering detailed coaching in programming, database management, software development, and much more. The instructors not only teach the curriculum but also prepare students for real-world applications, interviews, and projects.
With modern infrastructure, hands-on training, and a student-friendly atmosphere, Nodetolearn is truly a great investment in your future. Highly recommended for anyone searching for top-tier IT education in the Begumpura–Salabatpura area."
Sakina Khumri
"Great teaching, best classes for your child"
Asma Patel
"If you're a BCA student in Surat looking for expert guidance in programming, software development, and IT skills, Nodetolearn Computer Education is the perfect place for you. Known for its practical learning approach, experienced faculty, and industry-relevant curriculum, this institute has earned a reputation as the best computer classes in Surat for BCA students.
Covering everything from C, C++, Java, Python, Web Development, Data Structures, and more, ensuring you master the essential skills for a successful career.NodetoLearn is best computer classes near me and best 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