Royal Education Sansthan offers the Best Data Science Course in Jaipur. So across India where you get hands-on training on all relevant and in-demand tools. Wel also learn 14+ programming tools & languages, techniques, Data Mining, Data Collection, Data Extraction, Data Cleansing, Data Exploration, fundamentals viz. In the simplest terms, Data science is the extraction of meaningful insights from data. The scope of data science in India is growing rapidly as the country continues to develop and advance its technology infrastructure. So and technologies from this Data Science Course in Jaipur with Placement. Also, DataTrained is India’s leading institute which offers the most affordable Data Science Course in Jaipur fees structure. Royal Education Sansthan is regard as the best Data Science training institute in Jaipur which so offers services from training to placement guarantee.
What is Data Science?
Data Science is the process of gaining actionable insights from large amounts of raw data. Data is analyzed using a variety of scientific methods, algorithms, and processes. So Cleaning, aggregating, and manipulating data for advanced analyses are important aspects of Data Science. It is an interdisciplinary topic that combines programming skills, technical skills, domain knowledge, and mathematical and statistical knowledge, to extract meaningful insights from data.
Course Highlights
MODULE 1
SQL
BASIC SQL
Introduction to SQL | DDL & DML Statement | SELECT Statement AGGREGATE
functions | WHERE, ORDER BY, DISTINCT, GROUP BY, LIKE, AND & OR clause |
UPDATE & DELETE query
ADVANCED SQL – PART 01
JOINS | UNION, UNION ALL, INTERSECT | Using VIEWS & INDEXES | Sub
Queries | NULL values & DATE function
MODULE 2
INTRO TO PYTHON
Jupyter Environment | Pseudocode | Using Print | Wrong usage of print
Variables | Creating a variable | Reassign a variable | Multiple variable assignment
Data Types | Data type conversion (Implicit) | Data type conversion (Explicit)
Arithmetic Operations | String Operations | Boolean Operations | String handling
Concatenation | If-else, loops
PYTHON OBJECTS
What is Tuple? | Creating tuple | Tuple operations | Tuple: In-built function
What is a list? | Creating a list | List operations | List: In-built functions | List Joins
What is a dictionary? | Dictionary operations | Dictionary in-built functions
Conditional statements: if else | Conditional statements: nested if
NUMPY
What is Python numpy | Functions to create array | Numpy operations – Dtypes,
size, shape, reshape, item size | Indexing array | Slicing array | Arithmetic
operations on array | Arithmetic functions on array – sum, min | Concatenation
of Arrays
Best Data Science Course in Jaipur
DATA FRAME MANIPULATION
PANDAS
Python pandas | Data structures | What is series? | Creating a series | Manipulating
series | Usage if .loc and .iloc | What is a dataframe? | Creating a dataframe
Manipulating dataframes | Indexing a dataframe | Read data from various sources
Concatenate the dataframes | Merge using inner join | Merge using outer join
Merge using right join | Merge using left join | Reshape using melt() function
Check for duplicates
VISUALIZATION
Plots using Matplotlib | Line plot | Scatter plot | Bar plot | Pie plot | Histogram
Box plot | Plots using Seaborn | SO Strip plot | Pair plot | Distribution plot | Count plot
Heatmap
EDA Advanced Data Explorations
Summary Statistics | SO Missing Value Treatment | Dataframe analysis using group by
What does a Data Scientist do?
A data scientist is a professional who applies so Data Science to analyze data in order to provide actionable insights by using various processes, methods, systems, and algorithms.
- Identify data sources and gather data.
- Analyze structured and unstructured data effectively.
- Formulate strategies to solve business challenges.
- Create data strategies in collaboration with so team members and leaders.
- Use algorithms and modules to uncover trends and patterns.
- Cleaning and because verifying the data to ensure it is accurate and uniform
MODULE 3
ABOUT DATA
Data definition | So Raw and Processed data | Data Types (NOIR)
DESCRIPTIVE STATS
PROBABILITY
Basic terminology | Rules and Events | Conditional probability and Bayes theorem
DATA DISTRIBUTION Skewness | t-Distribution | Uniform Distribution | Binomial Distribution | Poisson
Distribution | Geometric Distribution | Gaussian Distribution | Standard Normal
Distribution | Central Limit Theorem
INFERENTIAL STATS
Estimation technique | Hypothesis Testing Because (t-statistic calculations)
SAMPLING TECHNIQUES
Random Sampling | Stratified Sampling
STATISTICAL TESTS
ANOVA | Chi-Square
MODULE 4 MACHINE LEARNING WITH PYTHON
SUPERVISED LEARNING
Machine Learning Fundamentals:
ML Modelling Flow | Parametric and Non-Parametric ML Algorithm | Types of ML
Performance Measures | Bias-Variance Trade-O | So Overfitting and Underfitting
Optimization
Linear Regression:
Linear Regression so with OLS | Linear Regression with SGD | Evaluating Model
Parameters | L1 and L2 Regularization | Measuring Performance Metrics
Logistic Regression:
Logistic Regression MLE | Logistic Regression with SGD | Evaluating Model
Performance | Measuring Performance Metrics: Precision, Recall, AUC ROC, etc
Decision Trees:
Intro to Decision Tree | Entropy and So Information Gain | Standard Deviation
Reduction | Gini Index | CART and CHAID | Performance Metrics
Random Forests:
Bootstrap Sampling | Bagging (Boot strap Aggregation) | Intro to Random
Forest | Why Random Forest | Performance Metrics
Why should you take up the online Data Science training in Jaipur?
It has become one of India’s fastest-growing and most diverse economic regions, contributing over 8% of India’s GDP. Jaipur will become more important as India finds its bearings in the IT arena and expands outward from there. SoIt has the distinction of never sleeping. Because having space for dreams at the same time. So Those who choose a Data Science course in Jaipur can pursue a career of growth and achievement in the tech industry. In order to gain an in-demand set of skills required for today’s job opportunities in Data Science. SO we offer the best Data Science training course in Jaipur i. So the great career opportunities after completing a Data Science course in Jaipur include:
Junior/Senior/Associate Data Scientist
- Forecasting / Risk Analyst
- Portfolio Risk Data Scientist
- Forecasting Analyst, SO Research Analyst, Data Analytics
- Analytics Lead/ Manager/ Consultant
- Machine Learning Engineer
- Statistical Programming Specialist
MODULE 5
R PROGRAMMING
Intallation of Libraries | Constants and Variables | Numbers | Numeric
Vectors | Arithmetic operations because functions | Characters and Strings | String
vector | String operations and functions | List | Different R operations using a
List, matrix, Array
If-else | If-Then-Else | Loops | Writing an R-function (user defined function) |
Named parameters | So Different apply functions | Create a dataframe from
scratch | Reading a datafile directly into a dataframe | Different operations on a
dataframe | EDA using R | So Reading different file formats | R functions for
statistical analysis | ggplot2 library
SUPERVISED LEARNING
Linear Regression | Logistic Regression | Decision Trees | Random Forests |
K-Nearest Neighbour so (k-NN) | Supprt Vector Machines
UNSUPERVISED LEARNING
K-Means Clustering | So Hierarchical clustering
MODULE 6
HADOOP FRAMEWORK
Linux commands & Shell | Creating and Executing Linux Script | Introduction to
Big Data | Hadoop Eco-System | So HDFS Architecture | ‘YARN Architecture”
Map-Reduce Basics | Hive | Pig | Sqoop & Flume – Data Ingestion | Oozie | Hbase
SPARK
Introduction to Spark | Apache Spark Architecture | Components of Spark |
Spark RDDs | RDD Operations: Transformations and Actions | Spark SQL Library
- DataFrames | Leveraging Hive for Spark
MACHINE LEARNING WITH SPARK & REAL-TIME STREAMING
Machine Learning using Spark ML | So Illustrate ML Algorithms using PySpark
Into to Kafka for Spark Streaming | Apache Spark Streaming Features | Spark
Streaming Workow | Streaming | So Context and Dstreams
Best Data Science Institute in Delhi
Apart from colleges and universities, there are local data science institutes in Jaipur. They offer data science training in Jaipur through diploma, certificate, or professional data science courses. Royal Education Sansthan Training is the best data science institute in Jaipur
MODULE 7
TABLEAU
Intro to Tableau Interface | Connnecting to Data | Visual Analytics | Mapping |
Calculations | Dashboard and Stories
POWER BI
PowerBI | Visualisation with BI | so Data Analysis Expression
Resume so building | Interview preparation workshops | Mock interviews | Career
Mentorship | Capstone Project
