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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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Neel Voice

DNA is another unique identifier in humans, containing billions of base pairs that create our genetic code. This molecular pattern acts like a biological blueprint, determining our traits and helping scientists understand hereditary characteristics.

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商务应用题

五年级上册数学分数的运算是考试重点内容。掌握这些基础题型很关键，建议每天练习两道题。分数加减乘除的应用题要特别注意，这些都是期中期末考试的必考题型。

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商务

李总您好，关于下周的项目进展会议，想跟您确认一下时间。我们准备了详细的季度报告，需要您过目。如果您方便的话，建议定在周三上午，您看可以吗？

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Imagine ter o poder das maiores IAs do mundo sem gastar um centavo em assinaturas. A Adapta.org reuniu o que há de melhor para você turbinar sua produtividade hoje. Não é mágica, é acesso real e gratuito às versões premium. Clique agora e comece a transformar seu trabalho com inteligência.

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Recent studies show that regular exercise improves cognitive function in multiple ways. The brain releases specific chemicals during physical activity, enhancing memory formation and reducing stress levels. These findings suggest a direct link between movement and mental performance.

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Buy and sell

Hello there! Just wanted to update you about your order status. The package is ready for shipment, and I'd love to get your confirmation to proceed. Your satisfaction is my priority, and I'm excited about our potential long-term business relationship.

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voice tag

At Stamic IBTC Bank, we're introducing new digital payment solutions to enhance our customer experience. Our mobile banking platform now features improved security protocols, seamless fund transfers, and integrated bill payment services, ensuring convenience for all our customers.

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英语知识归纳

我特别不建议买这套英语听力教材，因为太简单了，把听力难点都整理得清清楚楚。什么听不懂的地方，查一下就明白，什么场景对话都有详细解析，连考试重点都标注好了。这么便利的学习方式，真是太糟糕了。

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by营销号

最近刷到一个超实用的小家电，原来电饭煲还能这么用！不仅能煮饭，还能煲汤、蒸菜、做酸奶，甚至能做蛋糕。网友们都说太值了，一个电器能当五个用。我也赶紧入手了，这也太划算了吧，关键是质量还特别好。

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TOPIK

Hai semuanya, kembali lagi bersama saya di channel AI11. Hari ini kita akan membahas anime terbaru musim ini yang sangat menarik, yaitu "Death Note". Kita akan menganalisis karakter utama dan plot ceritanya yang kompleks.

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Ёлочка 34 чудесный магазин

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Gerador de Voz AI levi por Fish Audio

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