I do not bet NHL and I do not follow it extremely close either, so right now the plan is to keep it simple and post just the top performing model. I don’t have the time to go more in-depth like I do with NBA. If you have any suggestions please let me know!

Hope you all can get something useful from this and, as always, best of luck everyone!

## Records

#### ATS

#### Moneyline

#### O/U

#### Top Performing Models

Based on Average Win % between ATS, Moneyline, and O/U.

Updated after todays games.

- kNN – 65%
- Ada Boost – 62%
- Random Forest – 55%
- SVM – 53%
- Neural Network – 52%
- Linear Regression – 46%

## Summary of Projections

#### ATS Projections

#### Moneyline Projections

#### O/U Projections

# Model Projections

## 1. k-Nearest Neighbor (kNN)

The lazy learner (That’s what my grad school prof called it). Nearest Neighbor has performed best with 22 Neighbors.

#### Model Projections

How to read the projections: The model type is at the very top. Matchups are denoted by the alternating white/green pairings, away teams are on top, home teams on bottom. The model analyzes the matchup and projects the home and away teams score (Proj Score). The difference between the home teams score and the away teams score give us what the model says the line should be (Proj Line). The “Line” column is what the Vegas line is at the time I run the model. The “Line Diff” is the difference in the projected line and the Vegas line. A positive line diff means the projected line is in the away teams favor compared to the Vegas line, negative means the projected line is in the home teams favor. The “Cover Prob” uses a normal distribution and the teams variance to project each teams probability to cover the listed Vegas line. Same thing for totals, “Proj Total” is the sum of the projected scores, “Line Total” is the listed Vegas total for the game, the difference between the two, and the probability to go over or stay under denoted by “O” and “U”. The “ML prob” is the probability of a team to cover the moneyline, or the outright winner.

#### Betting Edge

If you don’t understand what you are looking at, I recommend reading my post about betting tips. The percentages show the betting Edge, which is the cover prob (from above) minus the implied probability (-110 odds implied prob is 52.4%). If a team has a 92.4% chance to win and a 52.4% implied probability (or -110 odds), the Edge is 40%. The Edge alone doesn’t mean you should blindly bet it. To quantify, >35% is great value, 20-35% is really good, 10-20% is decent, <10 is ok value, blanks are negative value.