# What is Fraud Detection ?

Fraud detection is a collection of actions conducted to avoid property or money from being procured through deception. Many industries, such as banking and insurance, use fraud detection software. Forging checks or using stolen credit cards are examples of banking fraud.

# Ever received a call or a message for verifying a transaction? 
Behind the curtain of immensely pleasing customer service, lies a series of algorithms. The mechanism for locating and preventing suspicious behaviours that put all firms at risk is known as fraud detection. Analysing a vast amount of data against implicitly established standards necessitated complex and time-consuming investigations as part of an eccentric approach to detecting fraud. The high cost of hiring humans, the fact that their actions are influenced by the innate information they hold, the difficulty and unsightly for a scientist to record a new rule, and the periodic harrowing to process reams of data are portions of traditional approaches that impede the expansion of the tech industry.

# What is Machine Learning ?
Machine learning is a subfield of artificial intelligence (AI) and computer programming that uses data and algorithms to mimic how humans learn, improving its accuracy steadily. Trained to process and identify cryptic patterns in a jiffy, they vividly demonstrate their effectiveness. As a result, empirical automation technologies began to flourish.
Learning in the realm of automation is the big cheese. Similar to how a young child might study with the aid of his instructor, supervised learning takes place in the presence of a supervisor.

1. The process of teaching a youngster to recognize fruits, colours, and numbers while being watched over by a teacher is known as supervised learning.

2. Similar to how a fish learns to swim on its own, unsupervised learning takes place without the aid of a supervisor. It is a process of independent learning.

3. The target values in this model are unidentified or unlabelled because there is no output that is linked to the input.

# How can you detect frauds ?
The incorporation of machine learning, according to Capgemini, reduces fraud by 70% while increasing accuracy to 90%. With these numbers in mind, let's go on and explore Indian perspectives on fraud detection.
 1. CustomerXPs is a software firm with headquarters in Bengaluru that offers financial crime risk management.
 2. Clari5 swiftly detects sophisticated frauds that traditional solutions are unable to recognise using sophisticated behaviour anomaly detection and profiling algorithms. Cross-channel fraud, account theft, and payment fraud are a few examples.

# How PensionBox Helps ?
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What is Fraud Detection

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