The document describes an internship at Inventeron Technologies focused on sales prediction using logistic regression. The internship objectives were to gain practical experience, learn from experts, and build professional networks. Activities included learning AI/ML concepts and tools like Python and TensorFlow, collecting advertising data, implementing logistic regression, and testing the model. Reflection notes indicated the intern learned about project planning and development. The conclusion was that the internship provided valuable skills and experience working on a real-world project.
Project Report Format for Final Year Engineering Studentscutericha10
Project report is a written evidence of tasks, processes and activities that are undertaken and accomplished by the students while pursuing their projects and implementing it.
This report is an official document that reflects precise and concrete information about the different aspects of the project ranging from the overview, requirements, practical aspects, theoretical considerations, tasks furnished, outcomes gained, objectives listed, reports attached, abstracts, experiments and results, conclusions and recommendations to the implementation and scope of the project.
Digital Product-Centric Enterprise and Enterprise Architecture - Tan Eng TszeNUS-ISS
Enterprises striving to unlock value through digital products face a pivotal shift towards product-centric management, a transformation that carries its share of challenges. To navigate this journey successfully, close collaboration between Enterprise Architects and Digital Product Managers is essential. Together, they can craft the ideal strategy to deliver digital products on a grand scale. Join us in this session as we shed light on the critical interactions and activities that foster synergy between Enterprise Architects and Digital Product Managers. Discover how this collaboration paves the way for effective product-centric management, enabling enterprises to harness the full potential of their digital offerings.
Unlocking the Potential: Data Analytics Courses in Guwahati
In the bustling city of Guwahati, nestled amidst the picturesque landscapes of Assam, the digital age transforming industries and reshaping the job market, the demand for skilled professionals in data analytics has surged dramatically. IIM Skills offers comprehensive data analytics courses in Guwahati, empowering individuals to embark on a journey of data-driven discovery and innovation.
Project Report Format for Final Year Engineering Studentscutericha10
Project report is a written evidence of tasks, processes and activities that are undertaken and accomplished by the students while pursuing their projects and implementing it.
This report is an official document that reflects precise and concrete information about the different aspects of the project ranging from the overview, requirements, practical aspects, theoretical considerations, tasks furnished, outcomes gained, objectives listed, reports attached, abstracts, experiments and results, conclusions and recommendations to the implementation and scope of the project.
Digital Product-Centric Enterprise and Enterprise Architecture - Tan Eng TszeNUS-ISS
Enterprises striving to unlock value through digital products face a pivotal shift towards product-centric management, a transformation that carries its share of challenges. To navigate this journey successfully, close collaboration between Enterprise Architects and Digital Product Managers is essential. Together, they can craft the ideal strategy to deliver digital products on a grand scale. Join us in this session as we shed light on the critical interactions and activities that foster synergy between Enterprise Architects and Digital Product Managers. Discover how this collaboration paves the way for effective product-centric management, enabling enterprises to harness the full potential of their digital offerings.
Unlocking the Potential: Data Analytics Courses in Guwahati
In the bustling city of Guwahati, nestled amidst the picturesque landscapes of Assam, the digital age transforming industries and reshaping the job market, the demand for skilled professionals in data analytics has surged dramatically. IIM Skills offers comprehensive data analytics courses in Guwahati, empowering individuals to embark on a journey of data-driven discovery and innovation.
Short courses Training in Lahore-BES.pdfirfanakram32
New technologies and breakthroughs are continually being developed in the sectors of engineering and information technology. Professionals in these fields frequently look for short courses and training programs. That can assist them to pick up new skills and information in order to keep on top of the most recent developments. The greatest short courses for engineers and IT professionals are examined in this post. They cover a variety of subjects, including coding, cybersecurity, project management, and data analytics. Coding Schools Coding boot camps are rigorous training programs. That imparts coding skills to participants in a condensed amount of time, typically a few weeks to a few months.
Are you eager to embark on a journey into the dynamic world of Information Technology? Look no further, because IQRA Technology is here to guide you through a transformative learning experience with our exceptional Free IT Training Program.
Fill out the below to enroll in our free courses.
https://iqratechnology.com/training-form/
Speaker: Venkatesh Umaashankar
LinkedIn: https://www.linkedin.com/in/venkateshumaashankar/
What will be discussed?
What is Data Science?
Types of data scientists
What makes a Data Science Team? Who are its members?
Why does a DS team need Full Stack Developer?
Who should lead the DS Team
Building a Data Science team in a Startup Vs Enterprise
Case studies on:
Evolution Of Airbnb’s DS Team
How Facebook on-boards DS team and trains them
Apple’s Acqui-hiring Strategy to build DS team
Spotify -‘Center of Excellence’ Model
Who should attend?
Managers
Technical Leaders who want to get started with Data Science
ZekeLabs - Machine learning course Training zekelabs05
zekeLabs provides best machine learning course and training in Bangalore to achieve proficiency in techniques and concepts associated with machine learning Visit our website now to get more details www.zekelabs.com
Want to learn data analytics or just grab the information about data analytics and its future? https://coursedekho.com/data-analytics-courses-in-surat/
The significance of Data Science has impressively increased over recent years. The contemporary period is the intersection of data analytics with emerging technologies that involve artificial intelligence (AI), machine learning (MI), and automation. And these three things have an ocean of career opportunities. In this post, I am sharing with you some best Data Analytics Courses in Surat, with a detailed course curriculum and placements guarantee.
#education
#data
#DataAnalytics
#DataScience
#DataCourse
#AnalyticsCourses
#AnalyticsCourse
#DataScienceCourse
#DataScienceCourses
#CoursesInIndia
#DataJob
Unlock the power of data with our comprehensive data Analytics course in pune, brought to you by IIM Skills- a trusted name in professional education.
Why choose our Data Analytics course?
1) IIM Skills Expertise- Learn from industry experts and experienced instructors affiliated with IIMs
2) Practical approach- hands on training with real world projects to enhance your practical skills.
3) Job assistance- Our career support team helps you with placement assistance and interview preparations.
4) Certification- Earn a globally recognized certification upon course completion.
Mastering Data Structures and Algorithms: Your Path to Success in BangaloreTutort Academy
In today's rapidly evolving technological landscape, a strong foundation in data structures and algorithms is essential for any aspiring software engineer or computer scientist. These fundamental concepts form the backbone of efficient and optimized software development. If you're looking for Data Structures And Algorithms Training In Bangalore and eager to enhance your skills in this domain, you're in luck! Bangalore, often referred to as the Silicon Valley of India, is a hotspot for top-notch training in data structures and algorithms.
How artificial intelligence is revolutionizing learning and development pract...Charles Cotter, PhD
How artificial intelligence is revolutionizing and disrupting learning and development practices throughout the ADDIE value chain - analysis, design, development, delivery and evaluation
This Summer, Get connected to the Industry!
LearnFlow's Industrial training creates an awareness among Engineering Graduates about the requisite skill set in the IT Industry. A six weeks comprehensive industrial training program designed for 2nd/3rd/4th year students of C.S.E/I.T/C.Tech/C.E Branch.
LearnFlow's training modules focuses on
* Software Universe – How IT works
* Getting Ready for the Corporate Bandwagon
* Future of IT – The Road Ahead / Innovation
* IT – Software Project Lifecycle and Delivery Methodology
* Live Projects on latest technologies.
Registration : http://bit.ly/industrialtraining
For more details - Contact : Ram - 9021345794
Karthik - 7709636176
A Digital Enterprise is one that leverages customer, contextual and enterprise data and use new-age technologies to drive exponential business impact. To facilitate digital transformation, enterprises are increasingly setting up Digital Labs/Hubs in geographies with rich product capabilities, such as the Bay Area (US) and Bangalore (India).
Short courses Training in Lahore-BES.pdfirfanakram32
New technologies and breakthroughs are continually being developed in the sectors of engineering and information technology. Professionals in these fields frequently look for short courses and training programs. That can assist them to pick up new skills and information in order to keep on top of the most recent developments. The greatest short courses for engineers and IT professionals are examined in this post. They cover a variety of subjects, including coding, cybersecurity, project management, and data analytics. Coding Schools Coding boot camps are rigorous training programs. That imparts coding skills to participants in a condensed amount of time, typically a few weeks to a few months.
Are you eager to embark on a journey into the dynamic world of Information Technology? Look no further, because IQRA Technology is here to guide you through a transformative learning experience with our exceptional Free IT Training Program.
Fill out the below to enroll in our free courses.
https://iqratechnology.com/training-form/
Speaker: Venkatesh Umaashankar
LinkedIn: https://www.linkedin.com/in/venkateshumaashankar/
What will be discussed?
What is Data Science?
Types of data scientists
What makes a Data Science Team? Who are its members?
Why does a DS team need Full Stack Developer?
Who should lead the DS Team
Building a Data Science team in a Startup Vs Enterprise
Case studies on:
Evolution Of Airbnb’s DS Team
How Facebook on-boards DS team and trains them
Apple’s Acqui-hiring Strategy to build DS team
Spotify -‘Center of Excellence’ Model
Who should attend?
Managers
Technical Leaders who want to get started with Data Science
ZekeLabs - Machine learning course Training zekelabs05
zekeLabs provides best machine learning course and training in Bangalore to achieve proficiency in techniques and concepts associated with machine learning Visit our website now to get more details www.zekelabs.com
Want to learn data analytics or just grab the information about data analytics and its future? https://coursedekho.com/data-analytics-courses-in-surat/
The significance of Data Science has impressively increased over recent years. The contemporary period is the intersection of data analytics with emerging technologies that involve artificial intelligence (AI), machine learning (MI), and automation. And these three things have an ocean of career opportunities. In this post, I am sharing with you some best Data Analytics Courses in Surat, with a detailed course curriculum and placements guarantee.
#education
#data
#DataAnalytics
#DataScience
#DataCourse
#AnalyticsCourses
#AnalyticsCourse
#DataScienceCourse
#DataScienceCourses
#CoursesInIndia
#DataJob
Unlock the power of data with our comprehensive data Analytics course in pune, brought to you by IIM Skills- a trusted name in professional education.
Why choose our Data Analytics course?
1) IIM Skills Expertise- Learn from industry experts and experienced instructors affiliated with IIMs
2) Practical approach- hands on training with real world projects to enhance your practical skills.
3) Job assistance- Our career support team helps you with placement assistance and interview preparations.
4) Certification- Earn a globally recognized certification upon course completion.
Mastering Data Structures and Algorithms: Your Path to Success in BangaloreTutort Academy
In today's rapidly evolving technological landscape, a strong foundation in data structures and algorithms is essential for any aspiring software engineer or computer scientist. These fundamental concepts form the backbone of efficient and optimized software development. If you're looking for Data Structures And Algorithms Training In Bangalore and eager to enhance your skills in this domain, you're in luck! Bangalore, often referred to as the Silicon Valley of India, is a hotspot for top-notch training in data structures and algorithms.
How artificial intelligence is revolutionizing learning and development pract...Charles Cotter, PhD
How artificial intelligence is revolutionizing and disrupting learning and development practices throughout the ADDIE value chain - analysis, design, development, delivery and evaluation
This Summer, Get connected to the Industry!
LearnFlow's Industrial training creates an awareness among Engineering Graduates about the requisite skill set in the IT Industry. A six weeks comprehensive industrial training program designed for 2nd/3rd/4th year students of C.S.E/I.T/C.Tech/C.E Branch.
LearnFlow's training modules focuses on
* Software Universe – How IT works
* Getting Ready for the Corporate Bandwagon
* Future of IT – The Road Ahead / Innovation
* IT – Software Project Lifecycle and Delivery Methodology
* Live Projects on latest technologies.
Registration : http://bit.ly/industrialtraining
For more details - Contact : Ram - 9021345794
Karthik - 7709636176
A Digital Enterprise is one that leverages customer, contextual and enterprise data and use new-age technologies to drive exponential business impact. To facilitate digital transformation, enterprises are increasingly setting up Digital Labs/Hubs in geographies with rich product capabilities, such as the Bay Area (US) and Bangalore (India).
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxR&R Consult
CFD analysis is incredibly effective at solving mysteries and improving the performance of complex systems!
Here's a great example: At a large natural gas-fired power plant, where they use waste heat to generate steam and energy, they were puzzled that their boiler wasn't producing as much steam as expected.
R&R and Tetra Engineering Group Inc. were asked to solve the issue with reduced steam production.
An inspection had shown that a significant amount of hot flue gas was bypassing the boiler tubes, where the heat was supposed to be transferred.
R&R Consult conducted a CFD analysis, which revealed that 6.3% of the flue gas was bypassing the boiler tubes without transferring heat. The analysis also showed that the flue gas was instead being directed along the sides of the boiler and between the modules that were supposed to capture the heat. This was the cause of the reduced performance.
Based on our results, Tetra Engineering installed covering plates to reduce the bypass flow. This improved the boiler's performance and increased electricity production.
It is always satisfying when we can help solve complex challenges like this. Do your systems also need a check-up or optimization? Give us a call!
Work done in cooperation with James Malloy and David Moelling from Tetra Engineering.
More examples of our work https://www.r-r-consult.dk/en/cases-en/
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Gen AI Study Jams _ For the GDSC Leads in India.pdf
Internship.pptx
1. SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
INTERNSHIP ON
“SALES PREDICTION USING LOGISTIC REGRESSION”
PRESENTED BY UNDER THE GUIDANCE OF
name
Assistant Professor
Dept: CSE
2. OVERVIEW
▪ ABOUT THE COMPANY
▪ ABOUT THE DOMAIN
▪ INTERNSHIP OBJECTIVES
▪ ACTIVITIES PERFORMED
▪ REFLECTION NOTES
▪ CONCLUSION
1
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
3. ABOUT THE COMPANY
Inventeron Technologies And Business Solutions LLP COMPANY , is an entity
incorporated on 24 December 2013 and is registered under its relevant statute by the Registrar
of Companies (i.e. R.O.C), Bangalore.
It is basically a service and product oriented Research and Development Embedded
Technologies Company.
Although they are in Embedded Technologies they have focused their concentration in to
software service like Website Design and Development, Java .Net, Android applications.
Also known for Computer Training Institutes, Internet Website Developers, Digital Marketing
Services, Marketing Services, Computer Training Institutes For Embedded System focused on
IOT and smart Modules.
2
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
4. ABOUT THE DOMAIN
• AI (Artificial Intelligence) refers to the development of computer systems that can perform tasks that would
typically require human intelligence, such as learning, problem-solving, and decision-making.
• ML (Machine Learning) is a subfield of AI that involves the use of algorithms and statistical models to
enable computers to learn from data and make predictions or decisions without being explicitly
programmed.
• One of the primary applications of AI and ML is in data analysis, where they are used to uncover patterns,
trends, and insights in large datasets.
• Another key area of AI and ML is in natural language processing (NLP), where algorithms are used to
analyze and understand human language.
• AI and ML are also increasingly being used in areas such as autonomous vehicles, robotics, and healthcare.
3
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
5. ABOUT THE DOMAIN
• One of the biggest advantages of AI and ML is their ability to process large amounts of data quickly
and accurately, which can help organizations make better decisions and improve efficiency.
• However, there are also concerns about the ethical implications of AI and ML, particularly around
issues such as privacy, bias, and accountability.
• To develop effective AI and ML systems, it is important to have access to large, high-quality datasets,
as well as the computational resources necessary to process them.
• There are a variety of programming languages and tools used in AI and ML, including
Python, TensorFlow, and PyTorch.
• As the field of AI and ML continues to evolve, there will likely be new applications and challenges that
emerge, requiring ongoing research and innovation.
4
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
6. INTERNSHIP OBJECTIVES
• To gain practical experience in the field. This includes working on real-world projects,
implementing machine learning algorithms, and experimenting with data analysis
techniques.
• To learn from experts in the field. That every Interns should seek
• To build a professional network in the field. Interns can interact with professionals in
the industry and learn about the latest trends and developments in AI&ML.
• Soft skills such as communication, teamwork, and problem-solving are essential for
success.
5
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
7. ACTIVITIES PERFORMED
6
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
05-09-2022 to
10-09-2022
Introduction to AI&ML and its modules ,brief description
about the AI&ML Architecture, Installation of Anaconda
Software and Learning about
12-09-2022 to
17-09-2022
Learning python and how to use its libraries such as
Numpy
Pandas
TensorFlow
19-09-2022 to
22-09-2022
Learning about the ML algorithms such as:
Linear regression
Logistic regression
Random forest algorithm
8. ACTIVITIES PERFORMED
7
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
23-09-2022 to
26-09-2022
Collecting data on advertising and creating a csv file for the
sales prediction
27-09-2022 to
29-09-2022
Writing the code and implementing it with the created csv file
of advertising data collected
03-10-2022 to
05-10-2022
Testing of the code and getting the results of sales prediction in
different formats
9. GLIMPSE OF THE PROJECT
8
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
10. GLIMPSE OF THE PROJECT
9
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
11. GLIMPSE OF THE PROJECT
10
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
12. REFLECTION NOTES :
Working at Inventeron company , I was thought how the general process of a project is
initially planned , developed and completed.
Another valuable lesson I learnt during these weeks ,were the many different types of
work an engineer has to perform to improve certain aspects of the project.
The study related to project aims to predict the sales on different domains .
I was happy with the amount of things that I have learned and experienced in the
company .And my confidence grew rather quickly when we realized that we could
contribute to these processes.
11
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
13. CONCLUSION :
• Internship is a really good program and recommended to my fellow friends . It helps to
enhance and develop our skills ,abilities and knowledge.
• It was a good experience and memories as not only we have gained experience, but also
new friends and knowledge.
• The team made me very enthusiastic and active to take an any challenging work and
ensure its successful delivery.
• The company had a dedicated and qualified team of professionals who are well versed
and trained in the skills , made me to get the good understanding about project and their
real time scenarios.
• Overall I think the internship was a great experience that opened our eyes to some
situations and processes that I was unaware of.
12
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
14. 13
DEPT OF CSE
SRI KRISHNA INSTITUTE OF TECHNOLOGY
DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING
THANK YOU