Apply core AI/ML concepts using Python
Build, evaluate, and improve machine learning models
Clean and visualize data with Pandas and Seaborn
Master Scikit-learn and TensorFlow workflows
Deploy models via Flask and APIs
Work on real-life case studies in NLP, Computer Vision, and more
Python developers and software engineers
Backend/frontend developers exploring AI
Tech professionals adding AI capabilities to their applications
Students and working professionals transitioning into AI roles
What is AI, ML, DL – Key concepts
Use cases for developers
Problem → Data → Model → Deployment pipeline
Environment setup (Anaconda, Jupyter)
Lab: Setup and basic Python refresh
Arrays, reshaping, broadcasting
Series and DataFrames
Reading and cleaning CSV, Excel, and JSON
Handling missing values, filtering
Lab: Basic EDA and visualizations with Seaborn
Linear regression and loss functions
Train-test split and cross-validation
MAE, MSE, RMSE
Feature scaling and one-hot encoding
Lab: Predict housing prices with real data
Logistic regression, KNN, Naive Bayes, SVM
Confusion matrix, accuracy, precision, recall
ROC-AUC curve, F1 Score
Lab: Titanic survival prediction
K-Means clustering
DBSCAN and hierarchical clustering
Principal Component Analysis (PCA)
Feature scaling, elbow method
Lab: Customer segmentation project
Introduction to deep learning & neural networks
TensorFlow/Keras model architecture
Activation functions, optimizers, dropout
CNN for image classification
Lab: MNIST or CIFAR-10 image classifier
Exporting models with pickle and joblib
Creating REST APIs with Flask
Integration with front-end or third-party apps
Lab: Deploy classification model as a live API
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Outstanding Course highly recommended. I recently completed QA training. and Must say it exceeded my expectation in every way. Thank... read more you to the entire team for creating such a well-designed learning experience.
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I took the Master Selenium WebDriver with Java course. My instructor Ravi was very knowledgeable and dedicated to having me... read more understand the material. I recommend this course as it was one on one so I was able to ask questions and the course went at a pace that was comfortable for me. I would take another course with them and hopefully get Ravi as my instructor again.
Ravi was very patient and helpful throughout the training. His strategy of making students do the code during session is... read more good. I was able to learn everything on time.
Changing your career path always comes with a fear of unknown but when you have INFOTEK Team to support your... read more goals then it becomes a whole lot better. Kaif was always clear and prompt in communication from on boarding to setting up with the trainer. I was trained by Ronak who is one of the best trainers I have had dealt with in years of my professional career. She was very thorough and patient during the process, and learning a new technology was made a piece of cake. Thanks everyone at INFOTEK for your guidance!
Overall, my experience with Instructor Ravi Ranjan and the Automation Testing course has been highly positive. The instructor was always... read more available to answer questions and provided detailed explanations, which greatly helped my understanding of the material. Thanks to Ravi
Awesome hands one training programs. I had a very good experience with them. I recommend them
Infotek Solutions is a good platform for learning IT skills. They have some really good instructors like Ravi who can... read more guide you achieve those skills.
I learned alot about software testing and Infotec have a good variety of different courses you can take. Also, the... read more instructor Ravi has a way of teaching, he teaches the way you can learn during class and as well as on your own. He explain the topic very well and give great resources where you can learn more. Also, there is a job placement meeting once a week where you are aided with how to approach resume writing and prepare for interviews.