Edali Preloader

Key highlights

Things you will learn

Data Science Essentials

Program curriculum

  1. Introduction to Python
  2. Objects and Data Structure(String, List Tuple, dictionary, sets, and booleans)
  3. Statements in Python(If else, for loop and while loop)
  4. Functions in python
  5. Modules and packages
  6. Basic built-in python modules
  1. Numpy (vector procession)
  2. Pandas (Data Processing)
  3. Matplotlib (Visualization)
  4. Seaborn (Visualization)
  5. SK-Learn
  1. Acquiring and importing the dataset
  2. Handling the missing values
  3. Handing Categorical Features
  4. Feature engineering and Feature selection(Importance)
  5. Scaling and Normalizing the data
  6. Data Decomposition and split
  1. Answering Questions through data
  2. Data Visualization (line, scatter plots, )
  3. Analyze various aspects of the data
  4. Statistical Analysis
  5. Correlation Analysis (positive and negative correlation, multicollinearity)
  1. Creating All Machine learning Models (Theory and Code Implementation)
  2. Regression: From Scratch and with modules
    • Linear regression
    • Polynomial Regression
    • Multiple Linear Regression
  3. Classification
    • KNN (K- Nearest Neighbor)
    • SVM (Support Vector Machine)
    • Logistic Regression
    • Decision Tree
    • Random Forest
    • Naive Bayes
  4. Parameter Optimization using Grid Search
  1. Model Evaluation with various parameters
  2. SE, MSE, MAE, RMSE, R2 score, etc.
  3. Confusion Matrix, Accuracy, Precession, Recall, F1 Score
  4. K-fold Cross Validation
  1. What is Dashboarding
  2. Creating dashboards and Reports
  3. Creating a web app for your model
  4. Deploying your model App into localhost

Tools you will get hands on

Upskilling plans

Pick your plan of action and train with us

Self paced

₹ 5,700

₹̶ ̶8̶,̶5̶0̶0̶
Save up to 30% each month
Mentor Led

₹ 8,500

₹̶ ̶1̶0̶,̶4̶9̶9̶
Save up to 30% each month

₹ 14,300

₹̶ ̶1̶8̶,̶0̶0̶0̶
Save up to 30% each month

Capstone projects

Undergo practical learning and work on real time projects 

Car CO2 emissions calculation
Breast cancer detection
Loan amount prediction
Boston house prices prediction


For your dedication and commendable efforts to learning, for completion of the training as well as the projects accurately and within the timelines given, you earn industry-recognized certifications.

On successful completion of your program, you are eligible to receive a certificate of completion from SkillBVertex

By taking an upskilling program with SkillVertex and completing your program, you get your certification which has validity of a lifetime.


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