The Cambridge Lower Secondary Complete Mathematics 8 Homework Book, part of the trusted Complete Mathematics series, supports independent practice inside and outside the classroom and covers the Cambridge Lower Secondary Mathematics curriculum.It provides plenty of practice opportunities - varied activities reinforce key components and allow students to develop vital skills, and stretching exercises facilitate student reflection - ensuring learners can reach their full potential and progress seamlessly to IGCSE.It is written by Sue Pemberton, experienced author of our IGCSE Pemberton Mathematics series, who brings her knowledge of IGCSE requirements to the Homework Book.The Homework Book supports the Cambridge Lower Secondary Mathematics 8 Student Book. A Teacher Handbook is also available, which offers full teaching support.

The Cambridge Lower Secondary Complete Mathematics 7 Homework Book, part of the trusted Complete Mathematics series, supports independent practice inside and outside the classroom. It provides plenty of practice opportunities ensuring there are no gaps in students' knowledge, so they can reach their full potential and progress seamlessly to IGCSE.

Ensure your students achieve their absolute best in the Cambridge Checkpoint test and set them up for a flying start at Cambridge IGCSE. These Homework Books will ensure there are no gaps in students' knowledge, and are bursting with extra practice that will set them up to succeed.

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.

Written by well-respected authors, the Cambridge Checkpoint Science suite provides a comprehensive, structured resource which covers the full Cambridge Secondary 1 framework and seamlessly progresses into the next stage. This engaging course supports teaching of the Science framework both theoretically and practically, with full coverage of the Scientific Enquiry framework integrated throughout the series. This Workbook for Stage 9 contains exercises that develop students' ability to apply their knowledge, as well as Scientific Enquiry skills relating to planning experiments and recording results. Integrated review of topics from Stages 7 and 8 as well as full coverage of the Stage 9 content provides preparation for the Cambridge Checkpoint Science test and a solid foundation for progression into the Cambridge IGCSE Sciences.

Written by well-respected authors, the Cambridge Checkpoint Mathematics suite provides a comprehensive structured resource which covers the full Cambridge Secondary 1 Mathematics framework in three stages. This brightly illustrated Coursebook for Stage 9 offers a comprehensive introduction to all topics covered in the syllabus. Worked examples show students how to tackle different problems, and plenty of exercise questions prepare students for the different types of questions they will face in their Checkpoint exam. Coverage of the Problem Solving framework is integrated throughout the course, with questions relating to the Problem Solving framework statements highlighted in the Coursebook. There is an accompanying Practice Book and Teacher's Resource CD-ROM available separately.