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Hello everyone, today I am going to explain the topic Association Rule Mining, which is one of the most important concepts in Data Mining. This technique is widely used in the real world, especially in businesses and e-commerce platforms. A technique in Data Mining Finds hidden relationships between items Identifies which items are frequently bought or used together Helps in decision making Association Rule Mining is a data mining technique used to discover hidden relationships between items in large datasets. In simple words, it tells us which items are often bought together or used together. This helps organizations make better business decisions. Supermarket: Bread + Butter + Jam E-commerce: Amazon, Flipkart recommendations Banking: Customers who use credit cards often apply for loans Healthcare: Symptoms and disease diagnosis For example, in a supermarket, if customers buy bread and butter, and also buy jam, the store can keep these items close to each other. In e-commerce platforms like Amazon and Flipkart, this is used in the recommendation system — for example, when you buy a mobile phone, it recommends a cover or earphones. It is also used in banking and healthcare sectors to analyze customer behavior and medical patterns. Support: Frequency of itemset in dataset Confidence: Likelihood of items appearing together Lift: Strength of the relationship compared to random chance There are three main measures in Association Rule Mining: Support – how frequently an itemset appears in the dataset. Confidence – how likely items are bought together. Lift – how strong the relationship is compared to random chance. Slide 5: Example of Measures Support Example: 30% customers buy {Milk, Bread} Confidence Example: 80% of customers who buy bread also buy butter Lift Example: Lift > 1 means strong relationship Let us see examples: If 30% of customers buy milk and bread together, support = 30%. If 80% of customers who buy bread also buy butter, then confidence of rule Bread → Butter is 80%. If lift is greater than 1, then the items are strongly related. Slide 6: Why is Association Rule Mining Important? Product Placement – Arrange items in stores Recommendation Systems – Amazon, Flipkart, Netflix Cross-Selling – Boost sales by suggesting related items Customer Behavior Analysis – Understand patterns Profit Increase – Smarter decision making Association Rule Mining is very useful in the real world. Businesses can use it for product placement in stores, e-commerce companies use it for recommendations, and it helps in cross-selling. It also allows companies to understand customer behavior and increase profits. Slide 7: Algorithm Used Apriori Algorithm – most common Works in two steps: Find frequent itemsets Generate association rules Based on support and confidence thresholds The most popular algorithm for Association Rule Mining is the Apriori Algorithm. It works in two steps: first, it finds frequent itemsets, and then it generates association rules from them. The algorithm uses minimum support and confidence values to select strong rules. Slide 8: Applications Retail: Market Basket Analysis E-commerce: Product recommendations Banking: Credit card + loan patterns Healthcare: Disease prediction Telecommunications: Call pattern analysis Applications of Association Rule Mining are seen in many fields: In retail and supermarkets for market basket analysis. In e-commerce for product recommendations. In banking to find patterns between credit cards and loans. In healthcare to predict diseases. In telecom to analyze customer call patterns. Slide 9: Conclusion Finds relationships in data Uses support, confidence, and lift Apriori Algorithm is commonly used Applications in retail, e-commerce, banking, healthcare Helps businesses make smarter decisions To conclude, Association Rule Mining helps us discover relationships between items in large datasets. It is measured using support, confidence, and lift. The Apriori algorithm is the most commonly used approach. It has applications in many industries like retail, e-commerce, banking, and healthcare. Overall, it is a powerful tool that helps businesses make smarter and more profitable decisions. Thank you for listening!

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Today I want to explain the concept of clustering analysis, which is another important technique in data mining. This method helps us group similar data points together, widely used in customer segmentation and pattern recognition in business applications.

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AKRAM

Good morning everyone, I am pleased to present our latest blockchain solution that combines traditional market assets with digital innovation. Our team has developed a unique platform that brings security and transparency to investment opportunities through smart contracts.

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Bilal

The process of photosynthesis enables plants to convert solar energy into chemical energy, producing oxygen as a byproduct, which not only sustains various life forms but also maintains the atmospheric balance essential for Earth's biodiversity.

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الهواء يملأ كل مكان حولنا في هذا العالم. نحن لا نراه لكنه يتحرك دائماً من الجبال إلى الوديان. الهواء يتغير ويحمل الغيوم العالية في السماء. إنه يذهب بعيداً ثم يعود ليلمس الأرض مرة أخرى. لذلك الهواء هو جزء أساسي لبقاء كل شيء حياً.

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JACK MA ALIBABA

You know, many people they just complain about problems. But successful people, they see opportunity. When others say impossible, we say possible. Don't wait for tomorrow. Small steps today become big success tomorrow. We must think different.

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Пример

Я не фанат загородной жизни, но купила таунхаус в новом комплексе. Здесь есть всё для комфорта: детская площадка, фитнес-центр и подземный паркинг. Мы с семьёй довольны выбором. ВАЛА — это место, где хочется жить.

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LOCUÇÃO PROMOÇÃO SUPERMERCADOS

Super Verão, chegou no lá lá supermercado. Cerveja Antarctica, lata, trezentos e cinquenta mililitros, dois e noventa e nove. Picanha bovina, quilo, trinta e nove e noventa. Arroz Tio João, cinco quilos, dezessete e noventa e nove. Ofertas válidas quinta e sexta, cinco e seis de janeiro.

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jack Ma Alibaba

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Крипта

Listen up! Just yesterday, I turned $200 into $23,450 using this amazing crypto signal bot. No complicated charts, no waiting around. The bot does everything automatically. Join through my link now, deposit minimum $100, and start making real profits today. Simple as that!

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Ask Alpha

Notice the double bottom pattern forming right at the key support level. Volume surged during the breakout, confirming strong bullish momentum. The price successfully retested the neckline, signaling a major trend reversal is underway. Did you spot this entry? Tell me in the comments and follow for daily analysis.

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Alibaba

Marquez vos calendriers pour le grand séminaire de la réussite africaine, le 15 septembre 2025 au Centre International de Bamako. Une journée exceptionnelle avec 5000 entrepreneurs africains, 12 conférenciers de renommée mondiale, et des opportunités de networking uniques. Réservez maintenant au 55-88-99-77 pour seulement 25000 francs CFA.

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Default Sample - jack Ma Alibaba

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Default Sample - jack ma

People say to me, "Jack, you not successful because you smart." No, I successful because I never give up. When people reject me, I learn. When I fail, I try again. This is how you build something big from nothing.

Default Sample - Supermercado

Reinauguração do comercial Deus é fiel. Fique ligado nas ofertas

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