levi KI-Stimmen-Generator von Fish Audio

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levi

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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Samples - levi

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Beispiel 1

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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Aai

सभी रीजनल मैनेजर्स से निवेदन है कि नए क्वार्टरली रिपोर्ट फॉर्मेट को अपडेट करके भेजें। इसमें सेल्स डेटा, क्लाइंट मीटिंग्स और टीम परफॉरमेंस की डिटेल्स शामिल करें। कृपया इसे अगले सप्ताह तक सबमिट करें ताकि मंथली रिव्यू में प्रेजेंट किया जा सके।

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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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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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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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促销音频

Hot deal alert! This premium kitchen set is flying off the shelves at just $29.99. Originally $89.99, this is the lowest price ever. Complete with everything you need, and trust me, at this price, it won't last long. Grab yours now!

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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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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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Supermercado

Reinauguração do comercial Deus é fiel. Fique ligado nas ofertas

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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.

Reinauguração do comercial Deus é fiel. Fique ligado nas ofertas

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TOPIK

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Reinauguração do comercial Deus é fiel. Fique ligado nas ofertas

Default Sample - TOPIK

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At our digital banking platform, we've implemented new security features and enhanced mobile capabilities. Our customers can now access seamless transaction processes, improved payment solutions, and integrated banking services through our innovative technology infrastructure.

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Technische Details zur levi Stimme

levi funktioniert automatisch mit mehreren Sprachen. Die KI erkennt Ihre Textsprache und erzeugt natürlich klingende Sprache.

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levi KI-Stimmen-Generator von Fish Audio

levi

Samples - levi

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levi