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5.) Conduct a Ridge Regression and a Lasso Regression on the Baseball Data set from Exercise 3. Does the r-squared value differ? Are any attributes
5.) Conduct a Ridge Regression and a Lasso Regression on the Baseball Data set from Exercise 3. Does the r-squared value differ? Are any attributes discarded? What is the resulting equation? Provide the python code and the equation.
Player | Team | Position | Age | G | AB | R | H | 2B | 3B | HR | RBI | SB | CS | BB | SO | AVG | OBP | SLG | OPS | Ave. Annual Salary |
Abreu, Jose | CWS | 1B | 33 | 159 | 634 | 85 | 180 | 38 | 1 | 33 | 123 | 2 | 2 | 36 | 152 | 0.284 | 0.33 | 0.503 | 0.833 | 16000000 |
Acuna, Ronald | ATL | LF | 23 | 156 | 626 | 127 | 175 | 22 | 2 | 41 | 101 | 37 | 9 | 76 | 188 | 0.28 | 0.365 | 0.518 | 0.883 | 560000 |
Adames, Willy | TB | SS | 25 | 152 | 531 | 69 | 135 | 25 | 1 | 20 | 52 | 4 | 2 | 46 | 153 | 0.254 | 0.317 | 0.418 | 0.735 | 562400 |
Adams, Matt | WSH | 1B | 32 | 111 | 310 | 42 | 70 | 14 | 0 | 20 | 56 | 0 | 0 | 20 | 115 | 0.226 | 0.276 | 0.465 | 0.741 | 4000000 |
Adrianza, Ehire | MIN | SS | 31 | 84 | 202 | 34 | 55 | 8 | 3 | 5 | 22 | 0 | 2 | 20 | 40 | 0.272 | 0.349 | 0.416 | 0.765 | 1300000 |
Aguilar, Jesus | MIL | 1B | 30 | 94 | 222 | 26 | 50 | 9 | 0 | 8 | 34 | 0 | 0 | 31 | 59 | 0.225 | 0.32 | 0.374 | 0.694 | 637500 |
Ahmed, Nick | ARI | SS | 30 | 158 | 556 | 79 | 141 | 33 | 6 | 19 | 82 | 8 | 2 | 52 | 113 | 0.254 | 0.316 | 0.437 | 0.753 | 3662500 |
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