Once the importing of libraries is done, we can load our data-set df=pd.read_excel('.xlsx') df.head() If you get an error while importing the libraries, you have to first install it. import pandas as pd from pandas import DataFrame import numpy as np from numpy import hstack import tensorflow as tf from tensorflow import keras from sklearn import preprocessing Libraries makes our life easier as we don’t have to implement it from scratch. The first step is to import the necessary libraries. We have to feed the input in a way understandable by LSTM. The first step when dealing with any algorithm is data-preprocessing and the same principle apply to LSTM as well. This article explains the implementation of unidirectional and bidirectional LSTM network using keras. However you can only give life to a product if you are able to code it out. If you want to demystify the mystery behind LSTM, I would suggest you take a look at my previous article, where the concept underlying the working of LSTM is explained. The code which may span for several lines while dealing with models such as ARIMA can be completed within couple of lines using LSTM. LSTM is one of the most powerful algorithm out there when dealing with time series forecasting. Best of New England Seafood Recipes: How to Cook Scallops, How to Make Clam Chowder, Cooking Lobster Tails, Cod Fillet Recipes, Haddock Recipes and More.Photo by Crisoforo Gaspar Hernandez on Unsplash.Best Apple Recipes: Easy Desserts with Apples, Best Apples for Apple Pie, Our Favorite Apple Turnover Recipe, and More!.Best of New England Fall Travel: Best Places to See Foliage in New England, Best Fall Drives in New England, Things To Do In Maine, Things To Do in the Berkshires, Things To Do in Vermont, and More!.Best of New England in the Fall: Fall Foliage, Great Hikes, Apple Picking and More!.63 Reasons Why We Love the Cape & Islands.Yankee Magazine’s Ultimate New England Summer Guide.Best New England Vacations: Things to Do in Boston, Maine Vacations, Things to Do in New Hampshire, Things to Do in Rhode Island and More.Yankee Magazine’s Ultimate Holiday Guide.Yankee Magazine’s Ultimate New England Winter Guide.Yankee Magazine’s Ultimate Guide to Autumn in New England.Yankee Magazine’s Best of New England: Outdoors Edition.Mount Washington Cog Railway | Yankee Classic The Mount Washington Observatory | New England’s Weather Station The Mount Washington Hotel at Bretton Woods, NH | Historic Hotel Tour This post was first published in 2016 and has been updated. Have you ever experienced the Mount Washington Cog Railway? Trips on the Cog run about 3 hours (including an hour at the top) and run from late April to early December, but be sure to call or check online before making your plans. So, whether you’re a fan of travel, adventure, nature, science, weather, transportation, history, trains, photography (must I go on?) - a ride on the Cog is a New England experience that’s not to be missed, since it simply cannot be replicated. By climbing aboard, riders are treated to the same breathtaking thrill-ride today as the railway’s first passengers were nearly 150 years ago, and for those that keep the Cog running, that’s exactly how it’s going to stay. The Mount Washington Cog Railway was named a National Historic Engineering Landmark on June 26, 1976, and it really is a treasure.
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