Update README.md

README.md

@@ -9,7 +9,7 @@ widget:
 ---
 
 <div>
-<div style="width: 132px; height:132px; border-radius: 50%; background-size: cover; background-image: url('https://pbs.twimg.com/profile_images/573383872/img_0621_400x400.jpg')">
+<div style="width: 132px; height:132px; border-radius: 50%; background-size: cover; background-image: url('http://pbs.twimg.com/profile_images/573383872/img_0621_400x400.jpg')">
 </div>
 <div style="margin-top: 8px; font-size: 19px; font-weight: 800">Lukas Biewald 🤖 AI Bot </div>
 <div style="font-size: 15px; color: #657786">@l2k bot</div>
@@ -37,18 +37,18 @@ The model was trained on [@l2k's tweets](https://twitter.com/l2k).
 
 | Data              | Quantity     |
 |-------------------|--------------|
-| Tweets downloaded | 2503    |
-| Retweets          | 555     |
+| Tweets downloaded | 2515    |
+| Retweets          | 562     |
 | Short tweets      | 86 |
-| Tweets kept       | 1862  |
+| Tweets kept       | 1867  |
 
-[Explore the data](https://app.wandb.ai/borisd13/huggingtweets/runs/b135mpy6/artifacts), which is tracked with [W&B artifacts](https://docs.wandb.com/artifacts) at every step of the pipeline.
+[Explore the data](https://app.wandb.ai/wandb/huggingtweets-dev/runs/3jguvrbl/artifacts), which is tracked with [W&B artifacts](https://docs.wandb.com/artifacts) at every step of the pipeline.
 
 ## Training procedure
 
-The model is based on a pre-trained [GPT-2](https://huggingface.co/gpt2) which is fine-tuned on @l2k's tweets for 4 epochs.
+The model is based on a pre-trained [GPT-2](https://huggingface.co/gpt2) which is fine-tuned on @l2k's tweets.
 
-Hyperparameters and metrics are recorded in the [W&B training run](https://app.wandb.ai/borisd13/huggingtweets/runs/em7wmv6o).
+Hyperparameters and metrics are recorded in the [W&B training run](WANDB_TRAIN) for full transparency and reproducibility.
 
 ## Intended uses & limitations