Forecasting points using ML - Deepstash

Forecasting points using ML

Predicting the league table for any sport is a really challenging one and if you get it right you are one of the genius in the market. So tried to forecast the points my favorite club Arsenal would get in the EPL 2021-22

Deepstash helps you become inspired, wiser and productive, through bite-sized ideas from the best articles, books and videos out there.

RELATED IDEA

Fashion Trend Forecasting

Fashion and trend forecasting is a process to predict the behaviour, buying habits and inclination of the consumer during a particular time of the year.

Apart from the age, geography, or income levels of the consumer, one has to look at the occasion, mood, beliefs, and fashion cycles and predict upcoming trends.

The calculation is done as follows: Season>Target Market>Consumer>Colors>Fabrics>Silhouette>Texture>Usage

Although AI researchers can train systems to win at Space Invaders, it couldn’t play games like Montezuma Revenge where rewards could only be collected after completing a series of actions (for example, climb down ladder, get down rope, get down another ladder, jump over skull and climb up a third ladder).

For these types of games, the algorithms can’t learn because they require an understanding of the concept of ladders, ropes and keys. Something us humans have built in to our cognitive model of the world & that can’t be learnt by the reinforcement learning approach of DeepMind.

Game On: Framework for gamification

Identify The Problems and address them like a game

Designing the Basic Framework

  1. Challenges - problems and challenges you face and habits you want to build.
  2. Activities - tasks you need to perform to overcome your challenges and build new habits.
  3. Rewards - points that will help you accomplish milestones and redeem rewards.
  4. Variable Rewards - it is okay to just receive smaller rewards every once in a while.

Assign points every time you accomplish a goal.

Maintain a progress system to help you see your progress to reaching your goals and unlocking rewards.