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Chapter 4 and 5 updates based on corrected proofs

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`@@ -4,7 +4,7 @@`
`4`	`4`	`"cell_type": "markdown",`
`5`	`5`	`"metadata": {},`
`6`	`6`	`"source": [`
`7`		`- "# Exercise X: A Decision Tree in Scikit-Learn"`
	`7`	`+ "# Exercise 19: A Decision Tree in Scikit-Learn"`
`8`	`8`	`]`
`9`	`9`	`},`
`10`	`10`	`{`
`@@ -849,7 +849,7 @@`
`849`	`849`	`"cell_type": "markdown",`
`850`	`850`	`"metadata": {},`
`851`	`851`	`"source": [`
`852`		`- "# Exercise X: Finding Optimal Hyperparameters for a Decision Tree"`
	`852`	`+ "# Exercise 20: Finding Optimal Hyperparameters for a Decision Tree"`
`853`	`853`	`]`
`854`	`854`	`},`
`855`	`855`	`{`
`@@ -1338,7 +1338,7 @@`
`1338`	`1338`	`"cell_type": "markdown",`
`1339`	`1339`	`"metadata": {},`
`1340`	`1340`	`"source": [`
`1341`		`- "# Exercise X: Fitting a Random Forest"`
	`1341`	`+ "# Exercise 21: Fitting a Random Forest"`
`1342`	`1342`	`]`
`1343`	`1343`	`},`
`1344`	`1344`	`{`
`@@ -2038,7 +2038,7 @@`
`2038`	`2038`	`"cell_type": "markdown",`
`2039`	`2039`	`"metadata": {},`
`2040`	`2040`	`"source": [`
`2041`		`- "# How to make a checkerboard graph"`
	`2041`	`+ "# Checkerboard Graph"`
`2042`	`2042`	`]`
`2043`	`2043`	`},`
`2044`	`2044`	`{`
`@@ -2133,7 +2133,7 @@`
`2133`	`2133`	`"cell_type": "markdown",`
`2134`	`2134`	`"metadata": {},`
`2135`	`2135`	`"source": [`
`2136`		`- "# Activity: Cross-Validation Grid Search with Random Forest"`
	`2136`	`+ "# Activity 5: Cross-Validation Grid Search with Random Forest"`
`2137`	`2137`	`]`
`2138`	`2138`	`},`
`2139`	`2139`	`{`

Lines changed: 5 additions & 5 deletions

Original file line number	Diff line number	Diff line change
`@@ -4,7 +4,7 @@`
`4`	`4`	`"cell_type": "markdown",`
`5`	`5`	`"metadata": {},`
`6`	`6`	`"source": [`
`7`		`- "# Exercise X: A Decision Tree in Scikit-Learn"`
	`7`	`+ "# Exercise 19: A Decision Tree in Scikit-Learn"`
`8`	`8`	`]`
`9`	`9`	`},`
`10`	`10`	`{`
`@@ -849,7 +849,7 @@`
`849`	`849`	`"cell_type": "markdown",`
`850`	`850`	`"metadata": {},`
`851`	`851`	`"source": [`
`852`		`- "# Exercise X: Finding Optimal Hyperparameters for a Decision Tree"`
	`852`	`+ "# Exercise 20: Finding Optimal Hyperparameters for a Decision Tree"`
`853`	`853`	`]`
`854`	`854`	`},`
`855`	`855`	`{`
`@@ -1338,7 +1338,7 @@`
`1338`	`1338`	`"cell_type": "markdown",`
`1339`	`1339`	`"metadata": {},`
`1340`	`1340`	`"source": [`
`1341`		`- "# Exercise X: Fitting a Random Forest"`
	`1341`	`+ "# Exercise 21: Fitting a Random Forest"`
`1342`	`1342`	`]`
`1343`	`1343`	`},`
`1344`	`1344`	`{`
`@@ -2038,7 +2038,7 @@`
`2038`	`2038`	`"cell_type": "markdown",`
`2039`	`2039`	`"metadata": {},`
`2040`	`2040`	`"source": [`
`2041`		`- "# How to make a checkerboard graph"`
	`2041`	`+ "# Checkerboard Graph"`
`2042`	`2042`	`]`
`2043`	`2043`	`},`
`2044`	`2044`	`{`
`@@ -2133,7 +2133,7 @@`
`2133`	`2133`	`"cell_type": "markdown",`
`2134`	`2134`	`"metadata": {},`
`2135`	`2135`	`"source": [`
`2136`		`- "# Activity: Cross-Validation Grid Search with Random Forest"`
	`2136`	`+ "# Activity 5: Cross-Validation Grid Search with Random Forest"`
`2137`	`2137`	`]`
`2138`	`2138`	`},`
`2139`	`2139`	`{`

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