Acquire cutting-edge knowledge on the Domain of Data science and put it into practice through an internship program that provides access to industry-leading tools and guidance from experts.
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This outline provides a comprehensive roadmap for mastering Python for Data Science, covering essential programming skills, data analysis, machine learning, and practical project applications. Dive in and start transforming data into actionable insights!
Understand the fundamentals and significance of data science.
Learn the essentials and advanced aspects of Python programming.
Exploratory Data Analysis (EDA) & Visualization:
Probability and Statistics for Data Science:
Supervised & Unsupervised Learning:
Tools for Data Visualization:
Tableau: Introduction to Tableau, data sources, and worksheets.
Power BI: Visualize data with various charts, plots, and maps.
Libraries for Data Science:
Pandas: Master data manipulation and analysis.
NumPy: Handle numerical operations and arrays.
Matplotlib: Create data visualizations with plots and graphs.
Seaborn: Generate advanced data visualizations.
Data Science Elements:
Data Collection: Techniques for gathering data.
Data Wrangling & Cleaning: Prepare and clean your data for analysis.
Machine Learning, Data Processing & Feature Engineering:
Data Science Project Applications:
Credit Score Classification: Predict credit scores.
Stress Prediction: Analyze stress levels.
Social Media Ads Classification: Classify ads on social media.
Electricity Price Prediction: Forecast electricity prices.
Ground Water Level Prediction: Predict water levels.
Churn Analysis Prediction: Predict customer churn.
Drowsiness Detection Using CNN: Detect driver drowsiness.
Chatbot Creation: Build intelligent chatbots.
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Take a look at these sample outputs crafted by our clients. These screenshots showcase the impressive results achieved through our courses and projects. Be inspired by their work and visualize what you can create!
Earn prestigious Dual Certification upon successful completion of our internship program. This recognition validates both your participation and the skills you have honed during the internship
Master the Latest Industrial Skills. Select a technology domain & kick off your Internship immediately.
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Curious where our graduates make their mark? Our students go on to excel in leading tech companies, innovative startups, and prestigious research institutions. Their advanced skills and hands-on experience make them highly sought-after professionals in the industry.
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To get started in Data Science:
Artificial Intelligence (AI): A broad field focused on creating intelligent agents or systems that can simulate human behavior and decision-making. AI includes everything from rule-based systems to advanced machine learning models.
Machine Learning (ML): A subset of AI that involves algorithms that allow systems to learn from data and improve over time without being explicitly programmed.
Deep Learning (DL): A specialized area of machine learning that uses deep neural networks (DNNs) to model complex patterns and structures in large datasets, particularly useful for tasks like image recognition, speech recognition, and natural language processing.
Supervised Learning: Involves training a model on a labeled dataset, where the input data is paired with the correct output. The goal is to predict or classify new data based on this training. Examples include:
Unsupervised Learning: Involves training a model on data that has no labels. The goal is to find patterns, groupings, or structures in the data. Examples include:
Some common tools used in Data Science are:
The general workflow of a Data Science project typically includes the following steps:
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