Master Artificial Intelligence & Machine Learning Course in Athwa
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 Athwa?
Best Artificial Intelligence & Machine Learning Course Classes Near Athwa, Surat
Searching for the absolute best Artificial Intelligence & Machine Learning Course training institute near Athwa? NodeToLearn is located just 1.5km away. Our premium campus is a quick 4-minute drive from the heart of Athwa, making it effortless for local students and professionals to upgrade their tech skills via our flexible evening or weekend batches.
We believe your education shouldn't be stalled by a tedious commute. Situated minutes away from key local landmarks like Athwagate, J.C. Opticians, Chowk Bazaar, and Vanita Vishram, our institute brings industry-grade, hands-on technical training directly to your neighborhood.
- Hyper-Local Advantage: Maximize your time inside the lab with a seamless, hassle-free 1.5km transit.
- Prime Accessibility: Smooth commute routes for anyone traveling from Athwa Lines, Ring Road, and Nanpura.
- 100% Placement Support: Build production-grade portfolios on live projects and launch your career into Surat's top IT firms.
Don't settle for average training. Join the top-rated Artificial Intelligence & Machine Learning Course program near Athwa 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.
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Yusuf Tarwala - C, C++ & Python
Pratham Pastagiya - Tally Prime With GST
Abbas Channiwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Tanzil Malik - Digital Marketing
Murtaza Bookwala - Graphic Designing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Fahima Dhandhuwala - Digital Marketing
Aliasgar Acharwala - UI/UX Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Sarvesh Kumar - Tally Prime With GST
Zahra Hathiwala - UI/UX Designing
Hussain Jabrot - Advance Excel
Ibrahim Kaukawala - Basic Computer (CCC)
Mehlam Songadhwala - Graphic Designing
Yusuf Tarwala - C, C++ & Python
Pratham Pastagiya - Tally Prime With GST
Abbas Channiwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Tanzil Malik - Digital Marketing
Murtaza Bookwala - Graphic Designing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Fahima Dhandhuwala - Digital Marketing
Aliasgar Acharwala - UI/UX Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Sarvesh Kumar - Tally Prime With GST
Zahra Hathiwala - UI/UX Designing
Hussain Jabrot - Advance Excel
Ibrahim Kaukawala - Basic Computer (CCC)
Mehlam Songadhwala - Graphic Designing
Yusuf Tarwala - C, C++ & Python
Pratham Pastagiya - Tally Prime With GST
Abbas Channiwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Tanzil Malik - Digital Marketing
Murtaza Bookwala - Graphic Designing
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Fahima Dhandhuwala - Digital Marketing
Aliasgar Acharwala - UI/UX Designing
Mufaddal Kotawala - Video Editing & Graphic Designing
Sarvesh Kumar - Tally Prime With GST
Zahra Hathiwala - UI/UX Designing
Hussain Jabrot - Advance Excel
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 am currently learning Digital Marketing, Video Editing, and Graphic Designing at NODETOLEARN COMPUTER EDUCATION, and my experience has been outstanding. I travel from the Rander area of Surat to attend classes because the quality of education and practical training is excellent. The trainers provide hands-on learning, live projects, and industry-oriented guidance that help students gain real-world skills. The classroom environment is professional, friendly, and focused on career growth in the digital field.
If you are searching for the best Digital Marketing course in Surat, SEO training in Surat, Social Media Marketing (SMM), Google Ads training, Content Marketing, Graphic Design course, Adobe Photoshop training, Adobe Illustrator classes, Video Editing course, Premiere Pro training, branding and marketing skills, or a job-oriented computer institute in Surat, I highly recommend NODETOLEARN COMPUTER EDUCATION. Their practical approach, expert faculty, and skill-based training make it one of the best computer education institutes for students looking to build a successful career in digital marketing, graphic design, video editing, and online business growth."
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"I'm currently doing my Graphic designing UI/UX course from node to learn by taiyeb sir, I'm amazed by his skills and he is very helpful. Environment is very good and want to learn more from him."
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What stands out the most is the quality of teaching. The instructors at NodeToLearn are highly skilled and experienced in their respective fields, ensuring that students get hands-on experience while learning core concepts. My child has shown immense improvement in both technical and practical aspects of Fullstack Development. The curriculum is well-structured, and the course offers a perfect blend of theoretical knowledge and real-world application."
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"Currently I am doing my CCC course from NodeToLearn computer classes and my experience till now has been really amazing. The faculty here is very helpful and friendly. The best thing is that they teach everything from scratch, so if you are a beginner, it is very easy to understand. Also, they give 1-on-1 teaching which helped me clear all my doubts instantly. If you are searching for the best computer classes in surat, then you should definitely join here. It is located near chowk so for me it is the best computer classes near chowk and definitely the best computer classes near me. 100% recommended to everyone!"
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"Hello, my name is Nafisa, and I am currently doing a 2D–3D animation and video editing course at Nodetolearn Computer Education. My experience here has been extremely good, and I’m honestly very glad that I joined this class. The teaching is clear, practical, and easy to understand. The instructors are very supportive and always help whenever I have doubts. The learning environment is friendly and motivating, which makes classes enjoyable and productive. I’ve learned a lot of new skills and gained confidence in animation and video editing. If you are searching for the best computer classes near me, I would definitely recommend Nodetolearn. It is also one of the best computer classes in Surat and truly the best computer classes near Nanpura for anyone interested in creative courses like animation, editing, or computer education.
Highly recommended to everyone who wants quality learning and real skill development!"
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