27 Key Changes Introduced in New ITR Forms | Applicable for AY 2023-24


Book Description

The CBDT has released new Income-tax Return (ITR) Forms for the Assessment Year 2023-24 vide Notification No. 04/2023, dated 10-02-2022, and Notification No. 05/2022, dated 14-02-2023. The CBDT said that to facilitate the taxpayers and ease of filing, no significant changes have been made to the ITR Forms compared to last year’s. Only the bare minimum changes necessitated due to amendments in the Income-tax Act 1961 have been made. The applicability of the ITR forms for different taxpayers remains unchanged, and small taxpayers can still use the simple ITR forms (ITR 1 and ITR 4) without any additional conditions. However, ITR-1 can’t be filed by an individual who is otherwise not liable to file but has to file because of depositing more than Rs. 1 crore in one or more current accounts. Taxmann’s Advisory & Research Team has thoroughly analysed new ITR Forms (ITR 1 to 7) and highlighted all key changes and new requirements in current ITR forms viz-a-viz last year’s ITR Forms.










International Health Regulations (2005)


Book Description

In response to the call of the 48th World Health Assembly for a substantial revision of the International Health Regulations, this new edition of the Regulations will enter into force on June 15, 2007. The purpose and scope of the Regulations are "to prevent, protect against, control and provide a public health response to the international spread of disease in ways that are commensurate with and restricted to public health risks, and which avoid unnecessary interference with international traffic and trade." The Regulations also cover certificates applicable to international travel and transport, and requirements for international ports, airports and ground crossings.




Discipline and Punish


Book Description

A brilliant work from the most influential philosopher since Sartre. In this indispensable work, a brilliant thinker suggests that such vaunted reforms as the abolition of torture and the emergence of the modern penitentiary have merely shifted the focus of punishment from the prisoner's body to his soul.




Mathematics for Machine Learning


Book Description

The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.




Tax Law Design and Drafting, Volume 1


Book Description

Edited by Victor Thuronyi, this book offers an introduction to a broad range of issues in comparative tax law and is based on comparative discussion of the tax laws of developed countries. It presents practical models and guidelines for drafting tax legislation that can be used by officials of developing and transition countries. Volume I covers general issues, some special topics, and major taxes other than income tax.




Using R for Introductory Statistics


Book Description

The second edition of a bestselling textbook, Using R for Introductory Statistics guides students through the basics of R, helping them overcome the sometimes steep learning curve. The author does this by breaking the material down into small, task-oriented steps. The second edition maintains the features that made the first edition so popular, while updating data, examples, and changes to R in line with the current version. See What’s New in the Second Edition: Increased emphasis on more idiomatic R provides a grounding in the functionality of base R. Discussions of the use of RStudio helps new R users avoid as many pitfalls as possible. Use of knitr package makes code easier to read and therefore easier to reason about. Additional information on computer-intensive approaches motivates the traditional approach. Updated examples and data make the information current and topical. The book has an accompanying package, UsingR, available from CRAN, R’s repository of user-contributed packages. The package contains the data sets mentioned in the text (data(package="UsingR")), answers to selected problems (answers()), a few demonstrations (demo()), the errata (errata()), and sample code from the text. The topics of this text line up closely with traditional teaching progression; however, the book also highlights computer-intensive approaches to motivate the more traditional approach. The authors emphasize realistic data and examples and rely on visualization techniques to gather insight. They introduce statistics and R seamlessly, giving students the tools they need to use R and the information they need to navigate the sometimes complex world of statistical computing.