1.Explain the Candidate-Elimination algorithm with a suitable example. Describe how the version space is maintained.
The Candidate-Elimination Algorithm is a concept learning method in Machine Learning that identifies all hypotheses consistent with the training data. Instead of finding just one hypothesis, it maintains a version space—the set of all hypotheses that correctly classify the observed examples.
The version space lies between two boundaries:
S (Specific boundary)
CHAPTER: OVERVIEW OF GOODS AND SERVICES
TAX (GST)1. INTRODUCTION=The taxation system is a vital component of any country's economic structure, enabling governments to generate revenue for public welfare and infrastructure development. In India, the indirect taxation system historically consisted of multiple taxes such as Value Added Tax (VAT), Service Tax, and Excise Duty, leading to complexity, inefficiency, and cascading effects. To address these issues and create a unified tax structure, the Government
EXPERIMENT 4 — DETECTION OF COLIFORM BACTERIA IN WATER
-Adoption Process- innovators early adopters early majority late majority laggards
-Administered VMS- coordination through size/power not ownership
-Advertising- paid nonpersonal promotion by sponsor
-Advertising Agency- firm that plans+executes ads
-Advertising Budget Methods- affordable percentage sales competitive parity objective task
-Advertising Objectives- informative persuasive reminder
-Advertising Strategy- message creation+media selection
-AI in Marketing- analyzing data for better decisions
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Strategic Planning-Process of creating a long-term fit between company goals, capabilities, and market opportunities--Mission Statement-Defines company purpose and emphazises strengths and customer experience. SBU- A division, product line or single product Brand--BCG Growth Share Matrix- uses market growth(attractiveness) +market share (strength)>>>categories STAR: HIGH GROWTH, HIGH SHARE CASHCOW:LOW GROWTH, HIGH SHARE QUESTION MARKS: HIGH GROWTH LOW SHARE DOGS: LOW GROWTH LOW SHARE---
1. Sole Proprietorship
onditions: General (age 18+, legal capacity, clean record Specific (education/practice
Types based on capability:
• Handicraft: requires apprentice certificate.
• Bounded: requires special certification.
• Free: no specific qualifications needed.
Liability: Unlimited (personal assets included).
4. Limited Liability Co. (S.R.O.)
Most popular in Slovakia. 1 to 50 partners.
Capital: Min. 5,000 €, min. partner deposit 750 ‹
Liability: Limited (up to deposit height
• Risk Fund:
Regression and Segmentation are two important analytical approaches used in data science. Regression is used to predict continuous numerical values, such as sales, profit, or temperature. It establishes a relationship between dependent and independent variables. On the other hand, Segmentation (often linked with clustering) is used to group similar data points into distinct categories based on patterns, such as customer segmentation in marketing.Supervised and Unsupervised learning are the two main
25. Parametarska identifikacija linearnih sistema
Matematički model sistema moguće je dobiti poznavanjem fizike samog procesa i uz
pretpostavku da su komponente sistema idealne. Ovako dobijeni model naziva se
"white-box" model tj. model "bele kutije". Kada je proces suviše složen i kada na
raspolaganju stoje samo merenja ulazno/izlaznih promenljivih procesa, tada može da se
izabere opšta struktura modela u kojoj se nepoznati parametri mogu estimirati
primenom
4Ps IN OP(COMPETITIVE PRIORITIES)Operations and supply chain strategy is built around a set of competitive dimensions that determine how a firm creates value for customers. According to the slides, these include price, quality, delivery speed, delivery reliability, and flexibility.Price refers to the ability of a firm to produce and deliver its product or service at low cost.Quality reflects the ability to provide a superior product or service that meets or exceeds customer expectations. Delivery