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      MCSL reading lists by Henry
(Mathematics · Computer Science · Statistical Science · Machine Learning)
Mathematics Year 1 (MCSL)
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Computer Science Year 1 (MCSL)
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Statistical Science Year 1 (MCSL)
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Machine Learning Year 1 (MCSL)
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Mathematics Year 2 (MCSL)
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Computer Science Year 2 (MCSL)
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Statistical Science Year 2 (MCSL)
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Machine Learning Year 2 (MCSL)
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Mathematics Year 3 (MCSL)
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Computer Science Year 3 (MCSL)
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Statistical Science Year 3 (MCSL)
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Machine Learning Year 3 (MCSL)
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Mathematics Year 4 (MCSL)
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Computer Science Year 4 (MCSL)
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Statistical Science Year 4 (MCSL)
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Machine Learning Year 4 (MCSL)
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  (Mathematics · Computer Science · Statistical Science · Machine Learning)
Mathematics Year 1 (MCSL)
https://www.goodreads.com/list/show/1...
Computer Science Year 1 (MCSL)
https://www.goodreads.com/list/show/1...
Statistical Science Year 1 (MCSL)
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Machine Learning Year 1 (MCSL)
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Mathematics Year 2 (MCSL)
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Computer Science Year 2 (MCSL)
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Statistical Science Year 2 (MCSL)
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Machine Learning Year 2 (MCSL)
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Mathematics Year 3 (MCSL)
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Computer Science Year 3 (MCSL)
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Statistical Science Year 3 (MCSL)
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Machine Learning Year 3 (MCSL)
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Mathematics Year 4 (MCSL)
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Computer Science Year 4 (MCSL)
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Statistical Science Year 4 (MCSL)
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Machine Learning Year 4 (MCSL)
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Score
A book’s total score is based on multiple factors, including the number of people who have voted for it and how highly those voters ranked the book.
| 1 | 
      
        The Elements of Statistical Learning: Data Mining, Inference, and Prediction
       by 
          
                 4.43 avg rating — 1,881 ratings
          
         
                  
            
              score: 885,
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              9 people voted 
             
               
              
            
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| 2 | 
      
        Probability and Measure (Wiley Series in Probability and Statistics Book 938)
       by 
          
                 4.21 avg rating — 66 ratings
          
         
                  
            
              score: 651,
              and
              7 people voted 
             
               
              
            
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| 3 | 
      
        Foundations of Modern Probability
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                 4.14 avg rating — 37 ratings
          
         
                  
            
              score: 593,
              and
              7 people voted 
             
               
              
            
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| 4 | 
      
        An Introduction to Probability Theory and Its Applications, Volume 1
       by 
          
                 4.31 avg rating — 162 ratings
          
         
                  
            
              score: 588,
              and
              6 people voted 
             
               
              
            
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| 5 | 
      
        Statistical Inference
       by 
          
                 4.17 avg rating — 393 ratings
          
         
                  
            
              score: 568,
              and
              6 people voted 
             
               
              
            
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| 6 | 
      
        Probability Theory: A Comprehensive Course
       by 
          
                 4.67 avg rating — 15 ratings
          
         
                  
            
              score: 554,
              and
              6 people voted 
             
               
              
            
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| 7 | 
      
        Probability with Martingales (Cambridge Mathematical Textbooks)
       by 
          
                 4.21 avg rating — 70 ratings
          
         
                  
            
              score: 553,
              and
              6 people voted 
             
               
              
            
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| 8 | 
      
        An Introduction to Probability Theory and Its Applications, Volume 2
       by 
          
                 4.11 avg rating — 35 ratings
          
         
                  
            
              score: 552,
              and
              6 people voted 
             
               
              
            
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| 9 | 
      
        Information Theory and Statistics (Dover Books on Mathematics)
       by 
          
                 4.05 avg rating — 20 ratings
          
         
                  
            
              score: 523,
              and
              6 people voted 
             
               
              
            
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| 10 | 
      
        Probability: Theory and Examples (Cambridge Series in Statistical and Probabilistic Mathematics Book 49)
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                 3.87 avg rating — 45 ratings
          
         
                  
            
              score: 521,
              and
              6 people voted 
             
               
              
            
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| 11 | 
      
        High-Dimensional Probability: An Introduction with Applications in Data Science
       by 
          
                 4.67 avg rating — 33 ratings
          
         
                  
            
              score: 511,
              and
              6 people voted 
             
               
              
            
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| 12 | 
      
        An Introduction to Stochastic Differential Equations
       by 
          
                 4.27 avg rating — 15 ratings
          
         
                  
            
              score: 493,
              and
              6 people voted 
             
               
              
            
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| 13 | 
      
        Principles of Statistical Inference
       by 
          
                really liked it 4.00 avg rating — 13 ratings
          
         
                  
            
              score: 471,
              and
              6 people voted 
             
               
              
            
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| 14 | 
      
        Data Science for Mathematicians
       by 
Nathan Carter (Editor)
 
        
          
                really liked it 4.00 avg rating — 1 rating
          
         
                  
            
              score: 444,
              and
              6 people voted 
             
               
              
            
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| 15 | 
      
        High-Dimensional Statistics: A Non-Asymptotic Viewpoint (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 48)
       by 
          
                 4.67 avg rating — 24 ratings
          
         
                  
            
              score: 441,
              and
              6 people voted 
             
               
              
            
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| 16 | 
      
        The Nature of Statistical Learning Theory
       by 
          
                 4.26 avg rating — 34 ratings
          
         
                  
            
              score: 436,
              and
              5 people voted 
             
               
              
            
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| 16 | 
      
        An Introduction to the Bootstrap (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)
       by 
          
                 4.32 avg rating — 66 ratings
          
         
                  
            
              score: 436,
              and
              5 people voted 
             
               
              
            
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| 18 | 
      
        In All Likelihood: Statistical Modelling and Inference Using Likelihood
       by 
          
                 4.29 avg rating — 28 ratings
          
         
                  
            
              score: 435,
              and
              5 people voted 
             
               
              
            
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| 19 | 
      
        Statistical Decision Theory and Bayesian Analysis (Springer Series in Statistics)
       by 
          
                 4.19 avg rating — 36 ratings
          
         
                  
            
              score: 434,
              and
              5 people voted 
             
               
              
            
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| 20 | 
      
        The Minimum Description Length Principle
       by 
          
                 4.08 avg rating — 12 ratings
          
         
                  
            
              score: 426,
              and
              5 people voted 
             
               
              
            
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| 21 | 
      
        Networks
       by 
          
                 4.24 avg rating — 208 ratings
          
         
                  
            
              score: 425,
              and
              5 people voted 
             
               
              
            
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| 22 | 
      
        Large-Scale Inference: Empirical Bayes Methods for Estimation, Testing, and Prediction (Institute of Mathematical Statistics Monographs, Series Number 1)
       by 
          
                 4.14 avg rating — 22 ratings
          
         
                  
            
              score: 421,
              and
              5 people voted 
             
               
              
            
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| 23 | 
      
        Nonlinear Time Series Analysis
       by 
          
                 4.39 avg rating — 23 ratings
          
         
                  
            
              score: 409,
              and
              5 people voted 
             
               
              
            
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| 24 | 
      
        Principles of Applied Statistics
       by 
          
                 3.67 avg rating — 18 ratings
          
         
                  
            
              score: 397,
              and
              5 people voted 
             
               
              
            
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| 24 | 
      
        Principal Component Analysis (Springer Series in Statistics)
       by 
          
                 4.27 avg rating — 15 ratings
          
         
                  
            
              score: 397,
              and
              5 people voted 
             
               
              
            
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| 26 | 
      
        Markov Chains and Mixing Times
       by 
          
                 4.25 avg rating — 20 ratings
          
         
                  
            
              score: 395,
              and
              5 people voted 
             
               
              
            
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| 27 | 
      
        Essentials of Statistical Inference (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 16)
       by 
          
                 4.08 avg rating — 12 ratings
          
         
                  
            
              score: 375,
              and
              5 people voted 
             
               
              
            
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| 28 | 
      
        Computational Statistics
       by 
          
                 3.61 avg rating — 18 ratings
          
         
                  
            
              score: 373,
              and
              5 people voted 
             
               
              
            
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| 29 | 
      
        Theory of Probability: A Critical Introductory Treatment (Wiley Series in Probability and Statistics): 6
       by 
          
                 4.60 avg rating — 5 ratings
          
         
                  
            
              score: 370,
              and
              5 people voted 
             
               
              
            
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| 30 | 
      
        Statistical Design
       by 
          
                 4.67 avg rating — 6 ratings
          
         
                  
            
              score: 369,
              and
              5 people voted 
             
               
              
            
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| 31 | 
      
        Statistical Inference
       by 
          
                 4.50 avg rating — 2 ratings
          
         
                  
            
              score: 360,
              and
              5 people voted 
             
               
              
            
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| 32 | 
      
        Spectra of Graphs
       by 
          
                 4.20 avg rating — 5 ratings
          
         
                  
            
              score: 359,
              and
              5 people voted 
             
               
              
            
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| 32 | 
      
        Random Graphs (Cambridge Studies in Advanced Mathematics, Series Number 73)
       by 
          
                 3.78 avg rating — 9 ratings
          
         
                  
            
              score: 359,
              and
              5 people voted 
             
               
              
            
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| 34 | 
      
        Time Series: Theory and Methods: Time Series: Theory and Methods (Springer Series in Statistics)
       by 
          
                really liked it 4.00 avg rating — 10 ratings
          
         
                  
            
              score: 358,
              and
              5 people voted 
             
               
              
            
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| 34 | 
      
        Chaos and Time-Series Analysis
       by 
          
                 4.44 avg rating — 16 ratings
          
         
                  
            
              score: 358,
              and
              5 people voted 
             
               
              
            
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| 36 | 
      
        Markov Chains: Gibbs Fields, Monte Carlo Simulation and Queues
       by 
          
                 3.90 avg rating — 10 ratings
          
         
                  
            
              score: 357,
              and
              5 people voted 
             
               
              
            
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| 37 | 
      
        Computational Statistics
       by 
          
                really liked it 4.00 avg rating — 3 ratings
          
         
                  
            
              score: 353,
              and
              5 people voted 
             
               
              
            
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| 38 | 
      
        Fundamentals of Nonparametric Bayesian Inference (Cambridge Series in Statistical and Probabilistic Mathematics, Series Number 44)
       by 
          
                 4.33 avg rating — 3 ratings
          
         
                  
            
              score: 352,
              and
              5 people voted 
             
               
              
            
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| 39 | 
      
        Algorithms and Models for Network Data and Link Analysis
       by 
          
                 3.50 avg rating — 2 ratings
          
         
                  
            
              score: 345,
              and
              5 people voted 
             
               
              
            
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| 40 | 
      
        First Steps in Random Walks: From Tools to Applications
       by 
          
                really liked it 4.00 avg rating — 2 ratings
          
         
                  
            
              score: 330,
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              5 people voted 
             
               
              
            
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| 41 | 
      
        Information Criteria and Statistical Modeling (Springer Series in Statistics)
       by 
          
                really liked it 4.00 avg rating — 2 ratings
          
         
                  
            
              score: 302,
              and
              4 people voted 
             
               
              
            
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