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A Data Science combo typically refers to the combination of skills and knowledge from various domains that are essential for a successful career in data science. In summary, a Data Science combo encompasses a diverse set of skills and knowledge areas, including statistics, programming, machine learning, domain expertise, and communication skills.
Curriculum Designed by Experts
For whom SQL is? :
WEEK-01 :
[1] Introduction to Oracle DB 12c
Oracle Database 12c: Focus Areas, Fusion Middle-ware, Oracle Cloud, Services, Deployment Methods, RDBMS, Data Model, ER Diagram, Relation DB Terminology, SQL Statements and Development Environment, HR Schema Tables, DB Documentation.
[2] Retrieving Data using SQL SELECT statement
Basic Select Statement, Arithmetic Expression, Defining Null values, Concatenation Operator & Literal, Duplicate Rows, Displaying table structure. Practice Overview.
[3] Restricting & Sorting Data
Use of Where clause, Character Strings & Date Data, Comparison, Logical, Range, Pattern, & Other operators, Rules Precedence, Order By Clause, Substitution variables. Practice Overview .
WEEK-02 :
[4] Single Row Function & Customized Output
SQL function, Single Row Function, Character/Case Functions, Number Functions, Nesting Function, Date Functions etc. Practice Overview.
[5] Conversion & Conditional Expressions
Conversion Function, Implicit/Explicit Data Conversion, General Function with covering NVL, NVL2, NULLIF, COALESCE, Conditional Expression with Decode function and Case Expression. Practice Overview.
[6] Reporting Aggregated Data using Group Function
Usages of Group function, Nesting Group Function, Creating Group Data, Restricting group data using Having Clause. Practice Overview.
[7] Displaying Data from Multiple Tables using Join
Type of Joins, Explaining with Natural Join, Using Clause, On Clause, SQL 99 Syntax, Three-Way Join, Self Join, NonEqui Join, Inner Versus Outer Join, Cross Join etc. Practice overview.
WEEK-03 :
[8] Using Sub-queries to solve queries
Scenario to use Sub-query, Rules for Sub-queries, Type of Sub-queries, Single Row Sub-queries and Multi Row Sub-queries. Null value in Sub-query etc. Practice Overview.
[9] Using Set Operator
Set Operator Rules, Covering Set Operator as UNION, UNION ALL, INTERSECT, MINUS etc. Practice Overview.
[10] Managing Tables using DML Statements
Data Manipulation Language, Covering INSERT, UPDATE, DELETE & DB Transaction control using COMMIT, ROLLBACK, SAVEPOINT. Use of For update clause in SELECT Statement.
[11] Introduction to Data Definition Language
Database Object, Naming Rules, Various Data Types, CREATE TABLE statement, Constraint guidelines, Defining constraints as NOT NULL, UNIQUE, PRIMARY KEY, FOREIGN KEY & CHECK etc. ALTER TABLE, DROP TABLE Statement. Create Table using Sub-query. Practice Overview.
WEEK-04 :
[12] Introduction to Data Dictionary Views
Data Dictionary Structure, How to use Data Dictionary, USER_OBJECTS, ALL_OBJECT, USER_CONSTRAININTS. TABLE Information, Column Information etc. Practice overview.
[13] Creating Sequence, Synonyms & Indexes
Importance of Sequence, Synonyms & Indexes. Defining Sequence, Synonyms & Indexes & DROP statement etc. Practice overview.
[14] Creating Views
What’s View? Advantage of Views, CREATE Simple & Complex views, Rules for performing DML operation on views. Modifying & Removing a view etc. Practice Overview.
[15] Retrieving Data by using Sub-Query
Multiple Column Sub-query, Column Comparison, Pair & Non Pair Sub-queries, Scalar Sub queries, Co-related Sub-queries, Use of WITH clause. Practice Overview.
Highlights :
Python is a widely used general-purpose, high-level programming language. Python supports multiple programming paradigms, including object-oriented, imperative and functional programming or procedural styles. It features a dynamic type system and automatic memory management and has a large and comprehensive standard library.The official repository of third-party software for Python contains more than 38,000 packages covering a wide range of functionality.
Audience :
Application programmers, automation engineer, testers, system administrators,
web-crawlers and UNIX/NT power users.
Pre-requisite : Basic of UNIX or Windows
For whom Python is?
IT folks who want to excel or change their profile in a most demanding language which is in demand by almost all clients in all domains because of below mentioned reasons-
Django framework might be the most famous Python web framework, there is also a host of successful small and micro-frameworks.
Who use Python?
Introduction
What is Python..?
A Brief history of Python
Why Should I learn Python..?
Installing Python
How to execute Python program
Write your first program
Overview on Jupyter Notebook
Overview on Command Line
Variables & Data Types
Variables
Numbers
String
Boolean
List
Set
Tuple
Dictionary
Conditional Statements & Loops
if…statement
if…else statement
elif…statement
The while…Loop
The for….Loop
Control Statements
continue statement
break statement
pass statement
Functions
Define function
Calling a function
Function arguments
Built-in functions
Modules & Packages
Modules
How to import a module…?
Built-in Module – OS
Built-in Module – sys
Built-in Module – argparse
Built-in Module – statistics
Built-in Module – math
Packages
How to create packages
Classes & Objects
Introduction about classes & objects
Creating a class & object
Inheritance
Methods Overriding
Data hiding
Files & Exception Handling
Writing data to a file
Reading data from a file
Read and Write data from csv file
try…except
try…except…else
finally
Getting started with Python Libraries
what is data analysis ?
why python for data analysis ?
Essential Python Libraries
Installation and setup
Ipython
2.7 VS 3.5
NumPy Arrays
Creating multidimensional array
NumPy-Data types
Array attributes
Indexing and Slicing
Creating array views and copies
Manipulating array shapes
I/O with NumPy
Working with Pandas
Installing pandas
Pandas dataframes
Pandas Series
Data aggregation with Pandas DataFrames
Concatenating and appending DataFrames
Joining DataFrames
Handling missing data
Data Loading,Storage and file format
Writing CSV files with numpy and pandas
HDF5 format
Reading and Writing to Excel with pandas
JSON data
Parsing HTML with Beautiful Soup
PyTables
Python Regular Expressions
What are regular expressions?
The match Function
The search Function
Matching vs searching
Search and Replace
Extended Regular Expressions
Wildcard
Python Oracle Database Access
Install the cx_Oracle and other Packages
Create Database Connection
CREATE, INSERT, READ, UPDATE and DELETE Operation
DML and DDL Oepration with Databases
Performing Transactions
Handling Database Errors
Disconnecting Database
PROJECT WORK :
Random password generator | Mini |
CLI based scientific calculator | Mini |
Instagram bot | Mini |
Expense Tracker | Mini |
Site connectivity checker | Mini |
Lawn Tennis Match Highlight (Can be extended to any sport) | Major |
NLP library | Major |
Scientific Distributions Used In Python For Data Science
NumPy, pandas, scikit-learn, stat models, nltk
Data Analysis – Visualization Using Python
Data Exploration For Modelling
Data Preparation
Unsupervised Learning : Segmentation
Supervised Learning : Decision Trees
Supervised Learning : Ensemble Learning
Supervised Learning : Artificial Neural Network – ANN
Supervised Learning : Support Vector Machines
Supervised Learning : KNN
Supervised Learning : Naive Bayes
Enrolling in training for the AWS Certified Developer Associate course provides you with in-demand skills such as developing, deploying, and debugging cloud-based applications. The training focuses on AWS services, best practices, and troubleshooting, enhancing your expertise in cloud development and career opportunities.
Enrolling in AWS Certified Developer Associate Course Training opens doors to career opportunities like cloud developer, DevOps engineer, and solutions architect. The certification validates your AWS skills, giving you an excellent choice for jobs using the cloud in today's competitive IT market.
AWS Certified Developer Associate Course Training is essential for cloud adoption. It equips you with skills to develop, deploy, and manage AWS applications, accelerating cloud transitions. Having this certification guarantees that you can use AWS tools. driving successful cloud adoption strategies.
AWS Certified Developer Associate Course Training enhances scalability and flexibility by imparting knowledge on how to create scalable, dynamic AWS apps. This certification ensures developers can optimize resources and handle growth efficiently, making them experts in cloud infrastructure management.
AWS Certified Developer Associate Course Training focuses on cost management by teaching how to build and optimize applications on AWS efficiently. This certification helps you reduce expenses, monitor resource usage, and implement best practices for cost-effective cloud solutions, making you a valuable asset.
Course for AWS Certified Developer Associates Essential security and compliance skills are covered in training. Learn how to secure applications, manage AWS resources, and ensure compliance with industry standards. This certification prepares you to build safe, compliant cloud solutions in today’s tech-driven world.
Radical Technologies is the leading IT certification institute in Pune, offering a wide range of globally recognized certifications across various domains. With expert trainers and comprehensive course materials, it ensures that students gain in-depth knowledge and hands-on experience to excel in their careers. The institute’s certification programs are tailored to meet industry standards, helping professionals enhance their skillsets and boost their career prospects. From cloud technologies to data science, Radical Technologies covers it all, empowering individuals to stay ahead in the ever-evolving tech landscape. Achieve your professional goals with certifications that matter.
At Radical Technologies, we are committed to your success beyond the classroom. Our 100% Job Assistance program ensures that you are not only equipped with industry-relevant skills but also guided through the job placement process. With personalized resume building, interview preparation, and access to our extensive network of hiring partners, we help you take the next step confidently into your IT career. Join us and let your journey to a successful future begin with the right support.
At Radical Technologies, we ensure you’re ready to shine in any interview. Our comprehensive Interview Preparation program includes mock interviews, expert feedback, and tailored coaching sessions to build your confidence. Learn how to effectively communicate your skills, handle technical questions, and make a lasting impression on potential employers. With our guidance, you’ll walk into your interviews prepared and poised for success.
At Radical Technologies, we believe that a strong professional profile is key to standing out in the competitive IT industry. Our Profile Building services are designed to highlight your unique skills and experiences, crafting a resume and LinkedIn profile that resonate with employers. From tailored advice on showcasing your strengths to tips on optimizing your online presence, we provide the tools you need to make a lasting impression. Let us help you build a profile that opens doors to your dream career.
Infrastructure Provisioning
Implementing automated infrastructure provisioning and configuration management using Ansible. This may include setting up servers, networking devices, and other infrastructure components using playbooks and roles.
Applications Deployment
Automating the deployment and orchestration of applications across development, testing, and production environments. This could involve deploying web servers, databases. middleware, and other application components using Ansible
Continuous Integration
Integrating Ansible into CI/CD pipelines to automate software. build, test, and deployment processes. This may include automating the creation of build artifacts, running tests, and deploying applications to various environments.
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PowerApps is a suite of apps, services, connectors, and a data platform provided by Microsoft that enables rapid development of custom business applications. These apps can be run on web, mobile, and tablet devices.
Canvas Apps allow for a highly customizable user experience where you design the app by dragging and dropping elements. Model-Driven Apps, on the other hand, focus on adding your data and business processes to an app, with the layout largely determined by the data model.
PowerApps can be used to create custom forms and applications that integrate with SharePoint lists and libraries. You can create, read, update, and delete SharePoint data using PowerApps.
Yes, PowerApps can integrate with various non-Microsoft services using connectors. There are built-in connectors for popular services like Salesforce, Dropbox, Google Drive, and many others.
Permissions and security in PowerApps are managed through Azure Active Directory and the Common Data Service (CDS). You can assign user roles, define security roles, and control access to apps and data based on these roles.
Power Automate, formerly known as Microsoft Flow, is a service that helps automate workflows between different applications and services to synchronize files, get notifications, collect data, and more.
To create a flow, go to the Power Automate portal, select “Create,” choose a template or start from scratch, add the necessary triggers and actions, and configure them to meet your workflow requirements.
Power Automate offers a variety of triggers, including automated triggers (e.g., when an email arrives), button triggers (manual triggers), scheduled triggers (recurring flows), and more.
Errors in Power Automate can be handled using the “Configure run after” settings, which allow you to specify what should happen if an action fails, times out, or is skipped. You can also use the “Scope” action to group actions and handle errors at a group level.
Yes, Power Automate supports integration with numerous third-party applications through its extensive library of connectors. These connectors enable you to create flows that interact with services like Twitter, Dropbox, Google Drive, and more.
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The AWS Certified Developer Associate Certification is a highly sought-after credential for professionals aiming to validate their expertise in developing, deploying, and maintaining applications on the Amazon Web Services (AWS) platform. Designed for individuals with experience in software development and cloud solutions, this certification demonstrates a developer’s ability to create and optimize scalable applications using AWS services.
This certification is specifically crafted to equip developers with the knowledge to build robust, secure, and efficient cloud applications. AWS offers a comprehensive suite of tools, and through this certification, developers learn to integrate various AWS services seamlessly into their projects. From writing code that interacts with AWS APIs to understanding how to use key services like Lambda, DynamoDB, and S3, this certification ensures candidates are fully equipped to tackle modern cloud development challenges.
This certification is ideal for:
While there are no mandatory prerequisites, it is recommended that candidates have:
The AWS Certified Developer Associate Certification is a powerful validation of your ability to develop and maintain applications in the AWS environment. By earning this certification, you are not just demonstrating your technical skills but also positioning yourself as a forward-thinking professional ready to embrace the future of cloud computing.
The AWS Certified Developer Associate Certification opens doors to a wide range of applications in cloud development and beyond, making certified professionals highly valuable across multiple industries. Here are key areas where AWS Developer Associates can apply their skills:
1. Building Scalable Applications
AWS Certified Developer Associates are proficient in developing highly scalable, flexible, and reliable applications using AWS cloud services. They leverage tools such as Amazon EC2, AWS Lambda, Elastic Beanstalk, and Amazon RDS to design applications that scale automatically based on demand, ensuring optimal performance and resource utilization.
2. Serverless Application Development
One of the most in-demand skills for cloud developers is serverless computing. AWS Developer Associates use services like AWS Lambda and API Gateway to build applications without managing servers. These serverless architectures reduce operational overhead, optimize costs, and improve application response times by automatically scaling in real-time.
3. Cloud Migration
Certified developers are involved in migrating on-premise applications to the AWS cloud. This involves rewriting legacy code to work with AWS services, ensuring compatibility, security, and efficiency. AWS tools like AWS Migration Hub and CloudEndure enable developers to seamlessly transition applications and data to the cloud with minimal disruption.
4. Integrating Third-Party Services
AWS Developer Associates often work on integrating third-party services and APIs with AWS-powered applications. Using AWS SDKs, developers connect external services, such as payment gateways, messaging platforms, or data analytics tools, with AWS services like S3, DynamoDB, and SNS to create fully integrated solutions.
5. Automated CI/CD Pipelines
Professionals with this certification are skilled in automating the development lifecycle using AWS’s Continuous Integration/Continuous Deployment (CI/CD) tools. By setting up pipelines with AWS CodePipeline, CodeBuild, and CodeDeploy, developers ensure rapid, reliable updates to applications without manual intervention. This allows businesses to deliver features faster and maintain a high level of code quality.
6. Mobile and Web Application Development
AWS Certified Developer Associates play a crucial role in developing mobile and web applications by using services such as Amazon API Gateway, AWS Amplify, and AWS AppSync. They build APIs that serve as the backbone for mobile apps or single-page applications (SPAs), providing backend functionality like user authentication, real-time data sync, and content delivery with CloudFront.
7. Developing Secure Cloud Applications
Cloud security is a critical component of any application. AWS Developer Associates implement security measures using AWS Identity and Access Management (IAM), AWS Shield, and Amazon VPC to ensure data protection, secure APIs, and restrict access to sensitive resources. Their ability to integrate encryption and key management tools further strengthens application security.
8. Microservices Development
Microservices architecture is a popular approach in cloud application development, and AWS Developer Associates are skilled in building, deploying, and managing microservices using AWS tools. They utilize services like Amazon ECS and AWS Fargate to manage containers and run microservices independently, ensuring modular and scalable application architecture.
9. Monitoring and Optimization
Certified AWS Developers use tools like Amazon CloudWatch and AWS X-Ray to monitor application performance, track logs, and trace requests. They are responsible for identifying bottlenecks, troubleshooting issues, and optimizing resource utilization to maintain cost-effective, high-performance cloud environments.
10. Data-Driven Applications
Certified developers are capable of building data-driven applications by integrating services like Amazon RDS, DynamoDB, and Redshift into their solutions. These developers design systems that store, process, and analyze vast amounts of data, enabling organizations to make real-time, data-driven decisions.
11. AI/ML Integration
AWS Developer Associates can also integrate Artificial Intelligence (AI) and Machine Learning (ML) functionalities into applications using services like Amazon SageMaker, AWS Rekognition, and AWS Lex. They incorporate these services to enhance applications with capabilities such as image recognition, predictive analytics, natural language processing, and chatbots.
12. IoT Applications
With the rise of the Internet of Things (IoT), AWS Developer Associates apply their skills to develop IoT applications using services like AWS IoT Core and AWS Greengrass. These applications collect, process, and analyze data from connected devices in real-time, powering smart devices and industrial automation.
13. Cost Optimization for Applications
Cost management is a key part of cloud application development. AWS Certified Developer Associates understand the nuances of AWS Pricing and can configure applications to optimize resource usage and reduce costs. They employ features such as Auto Scaling, EC2 Spot Instances, and S3 Lifecycle Policies to ensure that resources are utilized efficiently.
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