Example Curriculum
Batch 108 - Link, Passcode & Update
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Introduction to Data Science, Data Science and its overview
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Data Mining, Data Analytics
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Business Intelligence, Life cycle of Data Science, DS Application, Job Opportunities
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Anaconda Installation, Python Operators.
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Arrays (NumPy) DataFrames(Pandas) Plotting(Matplotlib) Slicing (Doubt Section)
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Python datatypes: String, List
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Tuple, Set, Dictionary
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Conditional statement (For, while, break, continue)
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Numpy
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Pandas Basics
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Pandas operations , data visualization
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Advance Data visualization
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Mathematics for ML
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Python Lambda function ,stats intro
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Stats and code of it
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Assessment Paper - 10th November
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Stats: Z test, T test, Anova, Chi-square test, F Test
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Probability, Python code for T Test, Z Test, Anova.
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Automatic EDA, Manual EDA, Python File handling, Exception handling
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Automatic EDA, Manual EDA, Python File handling, Exception handling
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New section
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MYSQL
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Advanced Excel
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Advanced Excel
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Advance excel dashboard
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Python OOPs concept
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Power BI
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Basics of Machine Learning, Linear Regression
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Logistic Regression
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Decision Tree, KNN Algorithm
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KNN, Clustering Techniques theory and its types
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Random Forest Algo, SVM, KNN, Ensemble learning
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Market Basket Analysis, Time series, ARIMA, SARIMA
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NLP- Application, Vectorizer, One hot encoding, get dummies
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NLP, POS, Chinking, Text Pre processing.
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NLP stemming, lemmatization, 2 mini projects on NLP
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Deep Learning, Drop out regularization, Perceptron
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Loss function, Activation function
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Github session, capstone project
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Imbalance data handling, Doubt solving
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Further Placement Assistance Process
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Career Building Session
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