مولد صوت AI levi من Fish Audio

توليد صوت levi، مستخدم 5 مرات مع 0 إعجاب. إنشاء خطاب high-quality باستخدام تحويل النص إلى كلام بالذكاء الاصطناعي.

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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عينات - levi

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عينة 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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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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IHSAN (Pakistan)

Animals in desert have special way to survive hot weather. The camels store fat in their humps and can go many days without water. Their thick fur protect them from hot sun, while their wide feet help them walk on sand without sinking.

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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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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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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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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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Power On Ads

Free video editing के लिए एक amazing AI tool बताता हूं. इस AI से आप professional quality के videos बना सकते हैं. Background remove करने से lekar transitions तक, सब automatic होगा. Website पर जाकर free trial कर सकते हैं. Details के लिए comment करें.

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Бариста

Машинное обучение представляет собой важный компонент современных технологий, основанный на анализе больших объёмов данных. Эта технология позволяет системам самостоятельно улучшать свою производительность на основе накопленного опыта, что открывает новые возможности в различных областях применения.

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Default Sample - Neel Voice

Default Sample - 商务应用题

Default Sample - IHSAN (Pakistan)

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Default Sample - Buy and sell

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Default Sample - Power On Ads

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مولد صوت AI levi من Fish Audio

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عينة 1

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