download images 2 timeseries 2 splitting timeseries data into train and test 2 deal with emojis and emoticons 2 emoji 2 emojis 2 emoticon 2 emoticons 2 word tokenize 2 NLP 2 short words 2 short words treatment 2 get best accuracy 2 best data 2 more accurate model building 2 word to token 2 tokenizer 2 transfer or copy files from one directory to other 2 get best data combination 2 read text files 2 text files 2 lock data combination 2 save data 2 English 2 Pronouns 2 Punctuations 2 English pronouns 2 Model training 2 optimise accuracy 2 gives best result 2 best data for ML models 2 works on text data also 2 short word treatment 2 Image Scraping 2 performence enhancing 1 Training Neural networks 1 Deeplearning 1 callbacks 1 neural network 1 converting text into tokens 1 performance enhancing 1