ImageWhat is Machine learning:[1]Machine learning computer science ke ak branch haa or artificial intelligence
(AI) ka ak subset ha jo algorithms aur statistics Technique models ka istemal kar ka computer system ko is kabil bana dataa haa ka wo maujooda instructions sy seekh kar or khud sa decision laa sakaa yaa predict kar sakaa.
Or
Ham dusra alfaz ma yaa kah saktaa haa ka Machine learning ak asi artificial intelligence ka subset haa, jo maslo ky hal ky leya programmers ka through algorithms + instructions ke asi computer system tyar ke jata ha jo khud saa decision kar sakaa.
Examples of Machine Learning:[2]1. Image Recognition:Machine learning to istemal kar kaa image recognition tyar keya jata haa jis ka through Kise thing or person ka image ke identification ke jatee haa.
Real-world examples
1. Label an X-ray
2. Recognize handwriting
2. Speech recognition:Machine learning ka zarya ham text to voice ma convert kar Sakta haa or live speech/ recorded voice ko text ma Chang kar saktaa haa.
Real-world examples:
1. Voice searching
2. Voice dialing
3. Spam detection:Machine learning algorithm ka zarya ham spam detection kar saktaa haa.
Real world examples:
1. Classify email as spam or not
2. Comment spam on website
4.Recommendation system:Machine learning ka zarya AK asa algorithm tyar keya jata ha jis ka zarya users ko content suggestions oss ka past viewing or listening history ky mutabik banata haa.
Real-world examples:
1. Streaming Services (e.g., Netflix, Spotify)
2. E-commerce Websites (e.g., Amazon, eBay)
5. Natural language Processing(NLP):NLP machine learning algorithm ka zarya human language ko generate keya jata haa. Chatbots or virtual assistants jis Tara Siri or Alexa ko Q/A ya information Matlab response Dana ta leyaa istemal keya jata haa machine learning algorithm ka zarya. taka user ko troubleshooting ka hawal sa aghae da sakaa.
Real-world examples:
1. Chatbots and Virtual Assistants
2. Sentiment Analysis on Social Media
Top 5 Machine learning projects For beginners: [3]To 5 machine learning ka hawala sa Socha kaa Jo interest rakna Wala log haa inkoo Top projects sa be agahe da skoo.
1. Tensor flow:Tensor flow AK open source software library haa jis ko google na develop ke haa deploy machine learning models ko asani sa banata haa.
2. Sci-kit-learn: Sci-kit-learn Payton ke AK mashoor machine-learning library ha Jo algorithm ke AK wide range or tools ko data processing ka keyaa mohya karta haa.
3. Keras:Keras Payton ma likhi gayi AK deep learning library haa Jo Tensor flow par tajwez karta haa takaa neural network ko banane ka leya easy interface bana sakaa.iss ke sabb say bahtar bat yaa ha ka is ka istemal bohat asan haa jo newbie ka leyaa bare interesting haa.
4. PyTorch: PyTorch AK open source machine learning library haa jo Facebook na developed ke haa deep learning model banane maa dynamic computational graph or wide range of tools provide kar sakaa.
5. Apache Mohout:Apache Mahout ek distributed shuda linear algebra or machine learning library hai jo khas kism ke design ko banyaa ka leya istemal hotaa haa or Iska maqsad bada data istemal kar ke scalable machine-learning ka task ko anjam dataa haa Dataset saa.
