| One | Two | Three | Four | Five | |
|---|---|---|---|---|---|
| Warm-up | Dictionary solution |
For loops solution |
pandas & numpy solution |
numpy *hard solution |
|
| Morning code | advanced loops | manipulating with pandas | |||
| Morning video | advanced loops video | manipulating with pandas video | |||
| Afternoon code | Terminal Git | assignment to loops | pandas & numpy intro | matplotlib | |
| Afternoon video | assignment to loops video | TBD | matplotlib video |
| Six | Seven | Eight | Nine | Ten | |
|---|---|---|---|---|---|
| Warm-up | matplotlib solution |
apply, lambda & groupby solution |
dict + numpy random solution |
Linear regression solution |
|
| Morning code | Tidy data Cleaning Lab |
seaborn | Multiple linear regression | Cross - validation | |
| Morning video | seaborn video | multiple linear regression video | |||
| Afternoon code | Coding best practices | Linear regression | Feature scaling & manipulation | Quality deliverables | Data Cleaning Coach Lab |
| Afternoon video | Best practice video | linear regression video | Quality deliverables video | Data Cleaning Coach Lab |
| Eleven | Twelve | thirteen | Fourteen | Fifteen | |
|---|---|---|---|---|---|
| Warm-up | |
Matrix multiplication+ regression solution |
SQL joins solution |
||
| Morning code | Sql | JSON | |||
| Morning video | |||||
| Afternoon code | OOP | APIs | Scraping Lab - scraping & APIs |
||
| Afternoon video | Web Scraping / API |
| Sixteen | Seventeen | Eighteen | Nineteen | Twenty | |
|---|---|---|---|---|---|
| Warm-up | APIs |
|
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| Morning code | |||||
| Morning video | |||||
| Afternoon code | SQL lab | SQL lab with solutions | Probability | ||
| Afternoon video |
| Twenty one | Twenty two | Twenty three | Twenty four | Twenty five | |
|---|---|---|---|---|---|
| Warm-up | |
|
Bootstrap Solution |
1. Uniform sampling Solution 2. P values |
Binomial distribution Solution |
| Morning code | sampling + t dist. | ||||
| Morning video | |||||
| Afternoon code | hypothesis-testing | effect-power Distribution lab -audio |
|||
| Afternoon video |
| Twenty six | Twenty seven | Twenty eight | Twenty nine | Thirty | |
|---|---|---|---|---|---|
| Warm-up | t-test Solution |
Naive bayes Solution |
|
|
|
| Morning code | Project | Project | Project | ||
| Morning video | |||||
| Afternoon code | |||||
| Afternoon video |
| Thirty one | Thirty two | Thirty three | Thirty four | Thirty five | |
|---|---|---|---|---|---|
| Warm-up | |
|
|
||
| Morning code | Calculus | Lasso & Ridge | Classification | ||
| Morning video | |||||
| Afternoon code | Logistic regression | ||||
| Afternoon video |
| Thirty six | Thirty seven | Thirty eight | Thirty nine | Forty | |
|---|---|---|---|---|---|
| Warm-up | |
|
|
||
| Morning code | Project | Project | |||
| Morning video | |||||
| Afternoon code | Time series - Bryan | Time series - Alison | KNN | SVM | |
| Afternoon video | Time series |
| Forty one | Forty two | Forty three | Forty four | Forty five | |
|---|---|---|---|---|---|
| Warm-up | KNN |
K means |
PCA |
Decision trees |
|
| Morning code | K-means | Decision trees | PCA | HDFS | |
| Morning video | Decision trees | ||||
| Afternoon code | Random forest lecture Randon forest lab |
Data spark | |||
| Afternoon video | Random forest lecture Random forest lab |
| Forty six | Forty seven | Forty eight | Forty nine | Fifty | |
|---|---|---|---|---|---|
| Warm-up | grid search pipeline |
Interview Practice Questions |
|
||
| Morning code | Spark ML | Recommendations | July 4th | ||
| Morning video | Spark ML | Recommendations | |||
| Afternoon code | |||||
| Afternoon video |