Master Artificial Intelligence & Machine Learning Course in Katargam
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 Katargam?
Best Artificial Intelligence & Machine Learning Course Classes Near Katargam, Surat
Are you looking for the best Artificial Intelligence & Machine Learning Course training institute near Katargam? NodeToLearn is highly accessible from the heart of Katargam. Many tech enthusiasts from Katargam join our institute since we are conveniently located just a short drive away, making it easy to attend evening or weekend batches.
We understand that travel time is crucial for students and working professionals. Being minutes away from major landmarks like Gajera Circle, Katargam Darwaja, and Gotalawadi, our campus is highly accessible so you won't have to compromise on quality education to stay close to home.
- Hyper-Local Advantage: An easy commute from Katargam for your Artificial Intelligence & Machine Learning Course batch.
- Flexible Timings: Perfect for students traveling from Ved Road, Gajera Circle, and Gotalawadi areas.
- 100% Placement Assistance: Get placed in top IT firms across Surat after completing your Artificial Intelligence & Machine Learning Course training.
Don't settle for average training. Join the top-rated Artificial Intelligence & Machine Learning Course program near Katargam 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.
Yusuf Tarwala - C, C++ & Python
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Hussain Jabrot - Advance Excel
Abbas Channiwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Zahra Hathiwala - UI/UX Designing
Aara Mansuri
Mehlam Songadhwala - Graphic Designing
Aliasgar Acharwala - UI/UX Designing
Fahima Dhandhuwala - Digital Marketing
Tanzil Malik - Digital Marketing
Pratham Pastagiya - Tally Prime With GST
Sarvesh Kumar - Tally Prime With GST
Mufaddal Kotawala - Video Editing & Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Hussain Jabrot - Advance Excel
Abbas Channiwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Zahra Hathiwala - UI/UX Designing
Aara Mansuri
Mehlam Songadhwala - Graphic Designing
Aliasgar Acharwala - UI/UX Designing
Fahima Dhandhuwala - Digital Marketing
Tanzil Malik - Digital Marketing
Pratham Pastagiya - Tally Prime With GST
Sarvesh Kumar - Tally Prime With GST
Mufaddal Kotawala - Video Editing & Graphic Designing
Mufaddal Hakimji - Video Editing & Graphic Designing
Yusuf Tarwala - C, C++ & Python
Mh Absar Shaikh - Basic Computer (CCC) & Tally Prime With GST
Hussain Jabrot - Advance Excel
Abbas Channiwala - Graphic Designing
Madni Shaikh - Graphic Designing & Video Editing
Zahra Hathiwala - UI/UX Designing
Aara Mansuri
Mehlam Songadhwala - Graphic Designing
Aliasgar Acharwala - UI/UX Designing
Fahima Dhandhuwala - Digital Marketing
Tanzil Malik - Digital Marketing
Pratham Pastagiya - Tally Prime With GST
Sarvesh Kumar - Tally Prime With GST
Mufaddal Kotawala - Video Editing & Graphic Designing
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 am currently doing a language course at NodeToLearn Computer Education, and my experience has been extremely good. The teaching method is very clear and easy to understand. The trainers are supportive, knowledgeable, and always ready to help with doubts. What I really appreciate about NodeToLearn is their honesty and commitment to students. They not only focus on learning but also provide job assistance, which is very helpful for building a career. The environment is friendly and motivating, making it easier to grow and improve skills. If anyone is searching for the best computer classes near me or the best computer classes in Surat, I highly recommend NodeToLearn Computer Education. They truly care about their students' success and provide quality education with real career support. Thank you, NodeToLearn, for such a wonderful learning experience!"
Rahul Sharma
"Joining Nodetolearn has truly been one of my best decisions. The classes provide excellent one-to-one student guidance, which makes learning much more effective and personalized. The faculty is highly knowledgeable and explains every concept in a simple and easy-to-understand manner.
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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Taha Patrawala
"I'm currently learning tally at nodetolearn and I can say it's the best computer classes in surat!if you're looking to learn any computer course in surat I highly recommend nodetolearn"
Fatema dodiya
"I’m currently doing my 12th Academics course at NODETOLEARN COMPUTER EDUCATION, and honestly, choosing this institute has been a really good decision for me. I travel from Begumpura to Nanpura to attend my classes here, and the distance is definitely worth it because of the quality of teaching and the way the concepts are explained. What I like most is that the teachers don’t just focus on completing the syllabus; they make sure we actually understand what we’re learning and are comfortable asking questions whenever we have doubts. The overall environment is friendly and focused, and the faculty is always supportive and approachable. As a 12th-standard student, having proper guidance makes a big difference, and I feel I’m getting that here. NODETOLEARN is a great option for students looking for quality computer education and reliable computer classes in Surat, especially if you want a place where teachers genuinely pay attention to students. I’m glad I chose to come all the way from Begumpura to Nanpura for my 12th academic course, and I would definitely recommend NODETOLEARN COMPUTER EDUCATION to students looking for good teaching, proper guidance, and a positive learning environment."
Tailor Fatema
"I recently completed my Website Design Course at Nodetolearn Computer Education, and honestly it was an amazing experience! The teaching method is very clear, practical, and beginner-friendly. The trainers explain every concept step by step, which makes learning website design very easy even if you are starting from zero.
If anyone is searching for best classes near Nanpura or best classes near me for website design, I highly recommend Nodetolearn Computer Education. In my opinion, this is truly the best classes for website design in Surat.
The best part about this institute is that they don’t just teach they also provide job opportunities and career guidance after completing the course, which helps students start their career in web design.
Thank you Nodetolearn Computer Education for such a great learning experience. I would definitely suggest everyone who wants to learn web design to join here!"
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