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!
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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.
Mufaddal Kotawala - Video Editing & Graphic Designing
Sarvesh Kumar - Tally Prime With GST
Zahra Hathiwala - UI/UX Designing
Mehlam Songadhwala - Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Hussain Jabrot - Advance Excel
Yusuf Tarwala - C, C++ & Python
Ibrahim Kaukawala - Basic Computer (CCC)
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Aliasgar Acharwala - UI/UX Designing
Fahima Dhandhuwala - Digital Marketing
Abbas Channiwala - Graphic Designing
Sahima Dhandhuwala - Graphic Designing
Aara Mansuri
Mufaddal Hakimji - Video Editing & Graphic Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Sarvesh Kumar - Tally Prime With GST
Zahra Hathiwala - UI/UX Designing
Mehlam Songadhwala - Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Hussain Jabrot - Advance Excel
Yusuf Tarwala - C, C++ & Python
Ibrahim Kaukawala - Basic Computer (CCC)
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Aliasgar Acharwala - UI/UX Designing
Fahima Dhandhuwala - Digital Marketing
Abbas Channiwala - Graphic Designing
Sahima Dhandhuwala - Graphic Designing
Aara Mansuri
Mufaddal Hakimji - Video Editing & Graphic Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Sarvesh Kumar - Tally Prime With GST
Zahra Hathiwala - UI/UX Designing
Mehlam Songadhwala - Graphic Designing
Pratham Pastagiya - Tally Prime With GST
Hussain Jabrot - Advance Excel
Yusuf Tarwala - C, C++ & Python
Ibrahim Kaukawala - Basic Computer (CCC)
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Aliasgar Acharwala - UI/UX Designing
Fahima Dhandhuwala - Digital Marketing
Abbas Channiwala - Graphic Designing
Sahima Dhandhuwala - Graphic Designing
Aara Mansuri
Mufaddal Hakimji - Video Editing & 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 had an amazing experience with these classes! The teaching style is clear, engaging, and easy to follow. The instructors are knowledgeable, supportive, and always ready to help. The concepts were explained in a way that made even the toughest topics simple to understand. The environment is motivating, and I’ve seen real improvement in my understanding and confidence. Highly recommended for anyone looking to learn effectively and see real progress!"
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The behavior of both sir and ma’am is extremely supportive—they are always ready to help and ensure that no student is left behind. The environment is very friendly and comfortable, which makes learning even more enjoyable.
What I appreciate the most is that they genuinely deliver what they promise. If you’re looking for quality education with proper guidance and a supportive atmosphere, I highly recommend Nodetolearn."
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