Syllabus for
BSc (Data Science and Artificial Intelligence/Honours/Honours with Research)
Academic Year  (2023)

The Department of Computational Sciences at CHRIST (Deemed to be University) Delhi- NCR has created a niche in the realm of higher education in India through its programmes. Currently, the department offers a wide array of undergraduate courses with multiple specializations in the disciplines of Computer Science, Statistics & Mathematics. A dedicated research block with all the latest research facilities boosts the morale of the faculty and research scholars alike. This is an ideal place for students with a research blend of mind to explore his/her passion. Apart from academics, students are moulded holistically through various co-curricular and extracurricular activities.

To promote the holistic development of the students and to sustain the academic creativity and inventiveness of the faculty the department engages in numerous workshops, seminars, industrial interfaces, faculty development programmes and many such endeavours. It is equipped with the highly committed team of instructors having versatile experience in teaching and research. The department also provides opportunities to work on collaborative projects with industry and international universities. 

VISION The Department of Computational Sciences endeavours to imbibe the vision of the University “Excellence and Service”. The department is committed to this philosophy which pervades every aspect and functioning of the department.

MISSION “To develop a computational scientist with ethical and human values”. To accomplish our mission, the department encourages students to apply their acquired knowledge and skills towards professional achievements in their career. The department also moulds the students to be socially responsible and ethically sound.

Bachelor of Science (B.Sc.) in Data Science & Artificial Intelligence integrates two major areas, Data Science and Artificial Intelligence, in a collaborative manner. It is a 3-year course designed to prepare graduates who can conduct dataNriven investigations using statistical techniques and utilising Artificial Intelligence on different algorithmic techniques. This course will empower the graduates to develop an inNepth knowledge focusing on data science and the techniques for analysing the quantitative and qualitative data and developing a cutting-edge solution. Students will be able to apply the concepts for identifying the patterns and trends in the data from various sectors such as banking, production, manufacturing, finance, retails, healthcare etc.

The comprehensive curriculum is a blend of core and advanced specialist subjects. The emphasis of the curriculum is based on the principle that the subjects are more and more specialised as you go ahead through the program. The course structure starts with general courses comprising the basics of Mathematics, Statistics, Computer programming & Databases. It then gradually specialises into Artificial Intelligence and Data Science domain, which shall include Machine learning, Deep Learning, Database, Algorithms etc. exposing students to unlock the power of automation, Artificial Intelligence and Analytics. Upon successful completion of the course, the graduates shall be able to understand and apply the Data Science and AI concepts for solving real-world problems. This programme is extended to the fourth year as a B.Sc.(Hons) degree in Data Science and Artificial Intelligence, with or without research. 

Programme Outcome/Programme Learning Goals/Programme Learning Outcome:

PO2: Demonstrate the problem solving skills in Data Science and Artificial Intelligence.

PO3: Apply theoretical concepts to design and develop applications of industry standards

PO4: Address the challenging requirements in Data Science and AI domain.

PO5: Understand professional, ethical and social responsibilities.

PO6: Enhance research culture and uphold scientific integrity and objectivity.

The Department of Computational Sciences at CHRIST (Deemed to be University) Delhi- NCR has created a niche in the realm of higher education in India through its programmes. Currently, the Department offers a wide array of undergraduate courses with multiple specializations in the disciplines of Computer Science, Statistics & Mathematics. A dedicated research block with all the latest research facilities boosts the morale of the faculty and research scholars alike. This is an ideal place for students with a research blend of mind to explore his/her passion. Apart from academics, students are moulded holistically through various co-curricular and extracurricular activities.

To promote the holistic development of the students and to sustain the academic creativity and inventiveness of the faculty the department engages in numerous workshops, seminars, industrial interfaces, faculty development programmes and many such endeavours. It is equipped with a highly committed team of instructors having versatile experience in teaching and research. The department also provides opportunities to work on collaborative projects with industry and international universities.

The success of organizations are predominantly determined by the effectiveness of it people resources. To succeed in this global competition, it is imperative for the organizations to build hig performing teams. The core of building high performing teams is to understand team dynamics and build collaboration within teams, between teams and work as a team of teams. The course will enable the students to understand the nuances of team dynamics, experience the power of synergy working as a team and collaborate effectively for the benefit of personal, organizational and societal growth.

The course aims: 

●        To facilitate better understanding of group and phases of group development

●        To provide a deeper understanding of team dynamics and qualities of being a good team player

●        Resolve team conflicts and build synergy

●        Build trust, offer constructive feedback, coach and mentor others

To inculcate the spirit of working as a team

Human Resource is considered as a valuable resource in every organization. The world class companies compete among themselves to attract the best talent across the globe.  They view talent as competitive differentiator and one where the acquisition, engagement, development and retention of talent is considered as a strategic priority of business.  This course exposes the students to methods and practices to acquire, engage and develop talent, focus on development of strategic leaders within an organization and also deals with how talent and knowledge can be managed effectively for the development of the organization

The course aims at enhancing their financial skills as well as training the students to be financial educators with family and friends. There is a need for students to effectively plan and monitor their spending. The course aims at effectively training students and equipping them with the knowledge and tools to manage their finances and also teach others the same.

This course provides the knowledge base for understanding the workings of Excel. The primary objective of the course is to familiarize the students with the basics of Microsoft excel. The course introduces the students to financial analysis. Further, the course also deals with the practical application of Microsoft Excel in day-to-day business activities. As a prerequisite, the students should have basic knowledge of computers and MS Office.

To enable the students to understand the fundamental concepts of problem solving and programming structures. The Objective of the course is to teach students the basic principles of programming. These principles will help lay a solid foundation for the students in pursuing courses related to programming during the program. The Course lays emphasis on the fundamentals of programming. 

The course enables students to provide a strong foundation for Data Science and applications related to it. They also understand the underlying core concepts and emerging technologies in data science and learn the process of working with data on large scale. The course also provides the required knowledge about the digital fundamentals of computers. The course covers topics like number systems, logic gates, and flips flops. The discussion about the working of devices like encoders and decoders, multiplexers, and demultiplexers are dealt.

Course Objectives:

1. To provide a strong foundation for data science and the application area related to it, train to explore the process of data pre-processing and machine learning, and to inculcate the importance of ethics while handling data and problems in data science.

2. To provide students with a fundamental understanding of the digital computing concepts from a hardware and software perspective.

Course Description:

This course covers the programming paradigms associated with Python. It provides a comprehensive understanding of Python data types, functions and modules with a focus on modular programming.

Course Objectives:

To provide comprehensive knowledge of Python programming paradigms.

• To expose learners to a variety of texts to interact with
• To help learners classify ideologies and be able to express the same
• To expose learners to visual texts and its reading formulas
• To help learners develop a taste to appreciate works of literature through the organization of language
• To help develop critical thinking
• To help learners appreciate literature and the language nuances that enhances its literary values

• To help learners understand the relationship between the world around them and the text/literature
• To help learners negotiate with content and infer meaning contextually
• To help learners understand logical sequencing of content and process information

·         To help improve their communication skills for larger academic purposes and vocational purposes

·         To enable learners to learn the contextual use of words and the generic meaning

·         To enable learners to listen to audio content and infer contextual meaning

·         To enable learners to be able to speak for various purposes and occasions using context specific language and expressions

·         To enable learners to develop the ability to write for various purposes using suitable and precise language.

This is an introductory course to understanding the emergence and development of crime fiction as a literary genre. Once considered as popular literature insignificant to the canon, crime fiction exists as a genre that is relevant to the current times, especially to understand the society in which we live in today. This course will engage discussions on the concepts of crime and justice, and enable students to identify how crime impacts individuals and communities. Certain discourses will include socio-cultural understanding of crime and punishment, role of detectives and police officers and their interactions with civilians, and how gender, race, class, religion play a role in these narratives. Through this course, students will critically analyse textual works in the form of short stories, chapters, essays, novels, along with visual sources such as documentaries, films, television and web series and animated works.

Course Objectives

The objective of this course is to:

●      Sensitise students to the real-world scenario of conflict and violence and its consequence thereof.

●      Introduce crime fiction and its sub-genres

●      Study the impact of crime on literature and society.

●      Explore different forms of crime fiction from across the globe.

●      Identify works of crime fiction that are yet unexplored such as regional works with linguistic variabilities.

The present decline in environmental quality calls for a stricter enforcement of laws relating to protection of environment. The objective of this course is to give an insight into various legislations that has been enacted in our country for protection of environment and also to create awareness among the citizens of the country about the duties cast on them under various legislations in relation to protection of environment.

Course Objectives:

• To impart an in-depth knowledge of environmental legislations to students from diverse backgrounds.
• To interpret, analyse and make a critique of the legislations and Case laws relating to environment
• To provide a brief understanding of various developments that has taken place at international level to check various environmental harms.

This course aims at introducing the students into the world of Mathematics. It includes topics like Set Theory, Functions, Relations, matrices and lattices. They gain a historical perspective of the development of modern mathematics and application of the same in the field of Computer Science.

This course will help the learner to be proficient in the topics set theory, functions and relations. It will enhance the problems solving skills in set theory, functions, relations, sequences, series and matrices.

This course explores the intricate relationship between media and social movements, examining how media platforms and technologies have shaped the formation, mobilization, and impact of contemporary social movements. Through an interdisciplinary lens, students will analyze the role of media in fostering collective action, amplifying marginalized voices, and challenging power structures. They will critically examine various forms of media, including traditional news outlets, social media platforms, and alternative media, and investigate their influence on activism, protest, and social change. Drawing on case studies from around the world, students will gain insights into the complexities of media representation, framing, and manipulation, as well as strategies employed by social movements to harness media for their causes. By the end of the course, students will develop a nuanced understanding of the dynamic interplay between media and social movements in the contemporary global context.

This course has been conceptualized in order to introduce the students to the study of international relations. It introduces students to major theoretical approaches to understand international politics and diplomacy.

 To introduce the students to:

●       The nature, scope and importance of International Relations/Politics

●       The basic concepts of International Relations such as Sovereignty, Security, balance of Power etc.

●       The contemporary global issues

This course is designed to address the changing ideas of the conceptualisation of youth in contemporary times in relation to popular culture. It explores the question of the formation of youth identity in popular culture and the debates challenging the dominant idea of youth identity in popular culture through the lens of gender, caste, class and minorities. The course takes up the case study of social media as the particular site mediating popular culture to explore these questions of youth identity formation as usage of social media by young people is increasing, especially in countries like India which has one of the highest populations of youth in the world. Popular culture and media are intertwined and social media has emerged as a phenomenon of popular culture which shapes youth identity either by mobilising youth in a powerful way in favour of dominant socio-political norms or social movements which challenge the dominant socio-political trends. In recent times, the participation of youth in electoral politics through social media has multiplied phenomenally in India shaping the nature of engagement of youth with popular culture. The conceptualisation of youth as a democratic dividend has implications for defining the relationship between youth and social media in relation to popular culture. Similarly, conceptualisation of youth as a subculture is constitutive of the relationship between youth and media. Thus, the case study of social media will be linking the theoretical conceptualisations with the empirical phenomena.

This course is designed to introduce the basic concepts of statistics, presentation of data and descriptive measures. This course also introduces the concept of probability.

This course is designed to introduce the historical development of statistics- presentation of data- descriptive measures and fitting mathematical curves to the data. This course also introduces measurement of the relationship of quantitative and qualitative data and the concept of probability.  This course will enable students to understand and summarize the data, understand and apply the descriptive measures and probability for data analysis, implement theoretical concepts of descriptive measures and probability, study the relationship between variables.

The course aims at imparting knowledge on Marketing Management from the perspective of Marketing Communications.Great marketing strategies can be powerful. Every year companies spend approximately $200 billion promoting their products and services – and that’s just in the United States alone! Explore how marketing campaigns, ads, and commercials are brought to life which will lead the exploration of various aspects of Advertising and sales promotion techniques which includes its objectives, classification, creative aspect and functions. This course introduces students to the concepts and processes of marketing and takes them deeper into the world of marketing.

Course Objectives: This course intends

●        Describe the history of the advertising industry and its relation to today’s marketplace.
●        List the roles and responsibilities of various advertising, marketing, and promotions professionals.
       Develop students’ understanding and skill in development of communication strategy of a firm, particularly with advertising and sales promotions.

Course Description

This course aims at introducing the students into the world of Mathematics. It includes the topic like

Set Theory, Functions, Relations, matrices and lattices. They gain a historical perspective of the

development of modern mathematics and application of the same in the field of Computer Science.

Course Objectives

This course will help the learner to be proficient in the topics set theory, functions and relations. It

will enhance the problems solving skills in set theory, functions, relations, sequences, series and

matrices.

Course Objectives:

This course is an introduction to the concepts behind modern computer operating systems. Topics will include what an operating system does (and doesn't) do- system calls and interfaces- processes- resource scheduling and management (of the CPU- memory- etc.)- Virtual memory. To acquire the fundamental knowledge of the operating system architecture and its components.

Course Objectives:

This course will introduce the concepts of linear and non linear data structures which includes lists, stacks, and queues. The objective is to apply different data structures in various sorting and searching algorithms .

Course Objectives:

This objective of this course to acquire the fundamental knowledge of the operating system architecture and its components. The purpose is to study and implement various commands in LINUX and basic operations of a process.

Course Description

The course covers the basics of R for statistical computation, exploratory analysis, and modelling.

Course Objectives

1. To provide an introduction to R programming language and environment.

2. To enable students to understand and develop programs in the R environment.

The course provides basic knowledge of investment alternatives available for individuals and outlines the functioning of primary and secondary markets. It also focuses on giving exposure to students on stock market trading and strategies.

• To expose learners to a variety of texts to interact with
• To help learners classify ideologies and be able to express the same
• To expose learners to visual texts and its reading formulas
• To help learners develop a taste to appreciate works of literature through the organization of language
• To help develop critical thinking
• To help learners appreciate literature and the language nuances that enhances its literary values

• To help learners understand the relationship between the world around them and the text/literature
• To help learners negotiate with content and infer meaning contextually
• To help learners understand logical sequencing of content and process information

·         To help improve their communication skills for larger academic purposes and vocational purposes

·         To enable learners to learn the contextual use of words and the generic meaning

·         To enable learners to listen to audio content and infer contextual meaning

·         To enable learners to be able to speak for various purposes and occasions using context specific language and expressions

·         To enable learners to develop the ability to write for various purposes using suitable and precise language.

Indian mythologies have fascinated and captured the imagination of the mankind in general and the Indians in particular since time immemorial.In the recent past, there have emerged a generation of writers, who have begun refurnishing and repackaging the same age-old stories and the same age-old characters in their own ingenious way and have achieved remarkable success to capture and retain the imagination of the present, increasingly rational and tech-savvy, generation. The popularity and commercial success of their works is unprecedented in the Indian publishing history of fiction in English. This course will explore this vast corpus of retelling of mythical tales that have been able to create and propagate a sort of popular culture by adding a new dimension to the mythologies or, as some people argue, puranas. The objective of this course is to examine how Indian English writers in the 21st century have incorporated mythological elements and themes into their literary works. Through close reading and analysis, students will explore how authors have reimagined and recontextualized mythological narratives, characters, and symbols to address contemporary social, political, and cultural issues.

This course aims at enabling the students to know various concepts and principles of differential

calculus and its applications. Sound knowledge of calculus is essential for the students of

mathematics for the better perceptions of the subject and its development.

Course Objectives: This course will help the learner to

1. Gain familiarity with the concepts of limit, continuity and differentiability.

2. Understand the relationship between the concepts of differentiability and continuity.

3. Analyse and interpret the different versions of mean value theorems.

4. Learn successive differentiation and nth derivative of product of two functions.

5. Find derivative of functions of more than one variable.

Course Description

This hands-on course introduces students to the fundamentals of digital media production, providing them with the skills and knowledge needed to create compelling content in various digital formats. Through practical exercises and projects, students will learn the essentials of pre-production, production, and post-production processes in the digital media landscape. They will explore techniques for capturing and editing audio and video, designing graphics, and creating engaging multimedia content. The course will also examine the influence of digital media on society, including its impact on culture, communication, and storytelling. By the end of the course, students will be proficient in producing professional-quality digital media projects and will have a critical understanding of the broader implications of digital media production.

Course Objectives:
1. Design impactful stories using effective structures, engaging visuals, and multimedia elements, tailored to specific platforms and audiences.
2. Get hands-on experience with audio/video recording and editing software, graphic design principles, and popular digital media platforms to produce effective storytelling projects.
3. Evaluate digital storytelling projects, identify effective techniques, and analyze the broader impact of digital media on communication and society.
4. Utilize various storytelling methods, collaborate effectively in teams, and communicate creative vision through presentations and project critiques.
5. Apply digital media skills to various platforms and emerging technologies, adapting your approach to diverse audiences and storytelling goals.

Understanding close relationships is among the central goals of social psychology. Close relationships range from family ties to friendships to romantic and sexual relationships. Our main purpose will be on learning about the life cycle of adult intimate (i.e., romantic) relationships, ranging from stages of initial attraction and relationship initiation to growth and maintenance of the relationship, and in some cases, dissolution. Although other close relationships such as close friendships, family, and work relationships will also be addressed and integrated into the course, they will be of secondary importance. Class meetings will consist mainly of facilitated discussions and student-led presentations on topics such as the biological bases of attraction and love, commitment and interdependence, relationship cognition, attachment, communication, sexuality, relational interaction patterns, relationship satisfaction, and the social context of relationships (e.g., the influence of others) conflict, relationship dissolution, and relationship maintenance.

CO1: Understand the major concepts and models of interpersonal relationships.

CO2: Evaluate the different types of relationships and their impact on one's life.

CO3: Use strategies to enhance everyday life challenges and sustain effective relationships