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Data Science Course

Data Science Course - Apponix Academy

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Course Description

Data Science Course Objectives

 
  • Get a detailed idea about Data Science concepts and its features
  • Python concepts both basic and advanced level
  • Detail oriented classes on Machine Learning and Deep Learning
  • Big Data analysis through cutting edge tools and technologies
  • Python Packages and practice in manipulation of data
  • Interview Preparation

Data Science Course Syllabus

 
  • 1: Introduction to Data Science
  •  Introduction ToDataScience
  •  Real Time UseCasesOfDataScience
  •  Who is a DataScientist?
  •  Github Tutorial
  •  Skillsets needed for DataScientist
  •  6 Steps to take in 3 Months for acomplete transformation to DataSciencefrom any other domain
  •  Machine Learning-Giving ComputersThe ability to learn from data
  •  Supervised vs Unsupervised
  •  DeepLearning vs Machine Learning
  •  Link to get Free Data to Practice?
  •  Some Great self Learning DataScience Resources(Books,Tutorials,Vedeos,Papers)
  •  Software Installation
  • 2: Python Programming
  •  Introduction To Python
  •  “Hello Python Program” in IDLE
  •  Jupyter Notebook Tutorial
  •  Spyder Tutorial
  •  Introduction to Python
  •  Variable,Operators,DataTypes
  •  If Else,For and While Loops
  •  Functions
  •  Lambda Expression
  •  Filter, Map,Reduce
  •  Taking input from keyboard
  •  HANDS ON-
  •  INTERVIEW QUESTION DISCUSSION
  • 3: Python Advanced Topics
  • NumPy
  •  Create Arrays
  •  Array Item Selection and Indexing
  •  Array Mathematics
  •  Array Operation
  •  HANDS ON
  • Pandas
  •  Introduction to Pandas
  •  Series
  •  Series indexing and Selection
  •  Series Operation
  •  Introduction to Pandas
  •  Data Frames
  •  Data Collection from csv,json,html,excel
  •  Data Merging,Concatenation,join
  •  Group By and Aggregate Function
  •  Order By
  •  Missing Value Treatment
  •  Outlier Detection and Removal
  •  Pandas builtin Data Visualisation
  •  HANDS ON
  •  INTERVIEW QUESTION DISCUSSION
  • 4: Visualisation-matplotlib, seaborn
  •  Line Plots
  •  Scatter Plots
  •  Pair Plots
  •  Histograms
  •  Heat Maps
  •  Bar Plots
  •  Count Plots
  •  Factor Plots
  •  Box Plots
  •  Violin Plots
  •  Swarm Plots
  •  Strip Plots
  •  Pandas BuiltinVisualisation Library
  •  HANDS ON
  •  INTERVIEW QUESTION DISCUSSION
  • 5: Statistics
  •  Descriptive vs Inferential Statistics
  •  Mean,Median,Mode,Variance,Std. dev
  •  Central Limit Theorm
  •  Co-Variance
  •  Pearson’s Product Moment Correlation
  •  R - Square
  •  Adjusted R-Square
  •  Spearman’s. Rank order Coefficient
  •  Sample vs Population
  •  Standardizing Data(Z-score)
  •  Hypothesis Testing
  •  Normal Distribution
  •  Bias Variance Tradeoff
  •  Skewness
  •  P Value
  •  Z-test vs T-test
  •  The F distribution
  •  The chi-Square test of Independence
  •  Type-1 and Type-2 errors
  •  Annova
  •  HANDS ON
  •  INTERVIEW QUESTION DISCUSSION
  • 6: Introduction to Machine Learning
  •  Introduction to Machine Leaning
  •  Machine Learning Usecases
  •  Supervised vs Unsupervised vs Semi-Supervised
  •  Machine Learning process Workflow
  •  Training a model
  •  Validating results
  •  Overfitting vs Underfitting
  •  Ordinal vs Nominal data
  •  Structured vs unstructured vs semi-structured dat
  •  Intro to scikitLearn
  •  HANDS ON
  • 7: Supervised
  • Regression:
  •  Regression Vs Classification
  •  Linear regression
  •  Multivariate regression
  •  Polynomial regression
  •  Multi-Colinearity,
  •  Auto correlation
  •  Heteroscedascity
  • 8: Hands On
  • Classification:
  •  KNN
  •  Svm
  •  Decision Tree
  •  Random Forest
  •  Performance tuning of Random Forest
  •  Naive Bayse
  •  Overfitting Vs Underfitting
  •  Hands On
  • 9: Validation
  •  Classification Report
  •  Confusion Report
  •  ROC
  •  RMSE
  •  MSE
  •  Cross validation
  •  Hands On

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Apponix Academy
Pune, Maharashtra, India
14 Current Posted Courses

Setting a benchmark in the industry, Apponix Technologies Private Limited is the most innovative Training and Recruitment Company strategically located in Bangalore, delivering classroom and online trainings across India, UK and USA. What We Focus O... Read More

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