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Lesson 8 Students 10+ Beginner/Advance

Programming with Python for Data Analysis

Overview
Curriculam

Description

At 7itech Solutions, we specialize in providing top-notch training and development programs for individuals looking to kickstart their career in Data Science. It involves the use of advanced analytics, machine learning algorithms, and artificial intelligence to gain insights from data.

A full-stack developer may manage the entire development cycle from the consumer interface to server-side and database interfaces because they are experts in each front-end and lower back-end technology.

What Will You Learn?

Our team of dedicated trainers consists of industry professionals with years of experience in Data Science. They bring their practical knowledge and real-world expertise into the classroom, ensuring that you gain insights from the best minds in the field.

Introduction to Data Science
Python for Data Science
Data Analysis with Pandas
Data Visualization
Statistics & Probability for Data Science
SQL for Data Science

Introduction to Machine Learning
Supervised Learning Algorithms
Unsupervised Learning Algorithms
Capstone Project

Certification

At 7iTech Solutions, we offer industry-relevant certification courses designed to equip learners with the technical skills and credentials needed for today’s job market. Each course includes hands-on projects, expert mentorship, and a recognized certificate upon completion.

📘 7iTechSolutions – Full Stack Development Course Curriculum

🕓 Course Duration: 3–6 Months
📜 Mode: Online / Offline / Hybrid
🎯 Level: Beginner to Advanced

Course Curriculam.

📍 Introduction to Data Science.

✔️ What is Data Science?

✔️ Roles of a Data Scientist

✔️ Real-Life Applications of Data Science

✔️ Workflow and Project Lifecycle

🎨 Python for Data Science

✔️ Python Basics: Variables, Data Types, Loops, Functions

✔️ Working with Lists, Tuples, Dictionaries

✔️ File Handling

✔️ Libraries: Numpy, Pandas Overview

✔️ Hands-on Coding Exercises

🖥️ Data Analysis with Pandas

✔️ Reading and Writing Data with CSV/Excel

✔️ Data Cleaning: Handling Missing Values, Duplicates

✔️ Data Manipulation (merge, groupby, pivot tables)

✔️ Sorting, Filtering, and Indexing

🖥️ Data Visualization

✔️ Introduction to Matplotlib & Seaborn.

✔️ Plotting Line, Bar, Pie, Histogram, Scatter Plots.

✔️ Styling and Annotating Charts.

✔️ Interactive Visualizations using Plotly.

🖥️ Statistics & Probability for Data Science

✔️ Descriptive Statistics: Mean, Median, Mode, Std Dev.

✔️ Probability Theory Basics.

✔️ Normal Distribution, Z-score.

✔️ Hypothesis Testing, P-value.

✔️ Correlation vs Causation.

🗄️ SQL for Data Science

✔️ Basics of SQL Queries

✔️ Filtering, Sorting, Grouping, Joins

✔️ Working with Databases

✔️ Connecting SQL with Python

🛠️ Introduction to Machine Learning

✔️ Types of Machine Learning (Supervised vs Unsupervised)

✔️ ML Workflow and Algorithms

✔️ Scikit-learn Overview

✔️ Model Evaluation Techniques (Train/Test Split, Accuracy, Confusion Matrix)

📄 Supervised Learning Algorithms

✔️ Linear Regression

✔️ Logistic Regression

✔️ Decision Trees & Random Forest

✔️ K-Nearest Neighbors (KNN)

✔️ Support Vector Machines (SVM)

🖥️ Unsupervised Learning Algorithms

✔️ K-Means Clustering

✔️ Hierarchical Clustering

✔️ Principal Component Analysis (PCA)

✔️ Association Rule Learning

🖥️ Capstone Project

✔️ Real-World Dataset Selection

✔️ Data Cleaning, EDA, Model Building

✔️ Project Documentation & Presentation

✔️ GitHub Portfolio Upload

Kevin Perry

Optimize resource eveling innoation whereas visionary value. Compellingly engage extensible process with business process improvements.

4 Courses 2500 Students

Course Information

Duration: 120 Working Days
Course level: Beginners
Language: English/Telugu/Hindi
Quizzes: 04

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What Will You Learn?

Certification

📘 7iTechSolutions – Full Stack Development Course Curriculum

Course Curriculam.

Kevin Perry

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Data Science

Programming with Python for Data Analysis

Description

What Will You Learn?

Certification

📘 7iTechSolutions – Full Stack Development Course Curriculum

Course Curriculam.

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