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3.0 (1 ratings)
Instructors: The IoT Academy
The "Data Science and Machine Learning" Program is designed to equip a learners transform into a job-ready professional by teaching the learner Complete data cycle. This program covers Python Programming, R Language and statistical fundamentals before progressing to machine learning algorithms like regression, classification, clustering and visualization with tableau .Through hands on project from customer predication to sentiment analysis -you will build a Professional portfolio demonstrating you can extract insights and create predictive solutions. The Program helps you for interview preparation and placement assistance, equipping you for roles like Data Analyst, Junior Data Scientist, or ML Engineer.
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Python essentials: data types, control flow, functions
Libraries: NumPy, Pandas Working with Jupyter Notebook
Handling missing values & duplicates
Encoding categorical data
Basic statistics: mean, variance, distributions
Train/test split
Support Vector Machines (SVM)
Random Forests & Ensemble methods
Clustering: K-Means, Hierarchical
Dimensionality reduction: PCA
Choose a real dataset, Define problem & goals, Clean, explore & model data