ABC of Statistics for Data Science and Machine Learning
Preface
This Book is written by Dr. Muhammad Aammar Tufail. He is a Researcher at University of Kiel, Germany and CEO/Founder of Codanics.
Pesh-Lafz π
Data Science aur Machine Learning mein Statistics ki Ahmiyat π
Aaj ke daur mein, data science aur machine learning (ML) har shobe mein inqilab la rahe hain. Chahe wo sehat ho, taleem, ya karobar, har jagah data ka istemal badh raha hai. Isi liye, statistics ki samajh buniyadi zaroorat ban gayi hai. π
Data science mein, statistics humein data ko samajhne, uski peshgoi karne, aur faisle lene mein madad karti hai. ML ke liye bhi, statistics ke concepts bohot zaroori hain, kyun ke ye models ko train karne aur unki performance ko behtar banane mein kirdar ada karti hain. π€π
I dedicate this book to my late father Ghulam Mustafa (late) ππ» π
Ye mere abba jaan ka khawab tha k main Pakistan k liay education system main change laon. Unho ne mujhe bohot pyar aur support diya. Unki waja se main aaj yahan tak pohncha hun. Unki yaad main ye kitab likh raha hun.
Mere Baba jan ki maghfirat k liay dua kijeay ga. Allah un ki maghfirat farmaye! Ameen
Mjhy abhi b yaad hy k main 9th class main tha or fee denay k liay paisay mojoud nahi thay, us point per maine socha k study chor dun or ghar walon k liay kuch karun magar abba jaan ne kaha k beta tum parhna mat choroo main kuch karun ga. Unhun ne mehnat mazdoori kar k mjhy parhaya or maine us din soch lia tha k In Sha Allah main aik din aisa platform bnaoun ga k logon ko free education milay. or jo afford kar saktay hyn sirf unhen fees deni ho. Allhamdulillah ab main aik aisa platform ka CEO/Founder hun jahan lakhon logon ko free education mil rahi hy.
Follow us in this journey:
Is Kitab ki Pakistani Talba ke Liye Tailoring π΅π°
Ye kitab khaas tor par Pakistani talba aur professionals ke liye likhi gayi hai. Is mein Roman Urdu ka istemal kiya gaya hai takay har Pakistani asani se isey parh aur samajh sakay. Humne koshish ki hai ke misalen aur examples aise diye jaayen jo hamare rozmara zindagi aur mahol se mutalik hon. π π¨βπ©βπ§βπ¦
Misaal ke taur par, cricket ke scores ya local bazaron ki pricing strategies ko statistics ke zariye samjhaya jayega. Is tarah, humne ye kitab banane mein koshish ki hai ke ye na sirf ilmi lehaz se mufeed ho, balkay ye bhi yaqeeni banaya jaye ke parhne walay isey apne aas-paas ke mahol se jod sakein. ππ
InshaβAllah, is kitab ko parh kar aap data science aur ML ke field mein apne qadam jamane mein madad paayeinge aur aapke career mein aik naya mod aayega. π
Resources π
- Python for Data Analysis, 3rd Edition
- Practical Statistics for data scientists
- Statistics in a Nutshell