fix

_blog.yml

@@ -868,17 +868,17 @@
   thumbnail: /blog/assets/78_deep_rl_dqn/thumbnail.gif
   date: June 7, 2022
   tags:
-    - rl
+  - rl
 
 - local: annotated-diffusion
   title: "The Annotated Diffusion Model"
   author: nielsr
   thumbnail: /blog/assets/78_annotated-diffusion/thumbnail.png
   date: June 7, 2022
   tags:
-    - guide
-    - diffusion
-    - stable-diffusion
+  - guide
+  - diffusion
+  - stable-diffusion
 
 - external: https://huggingface.co/spaces/loubnabnl/code-generation-models
   title: "Code generation with Hugging Face"
@@ -896,8 +896,8 @@
   thumbnail: /blog/assets/79_st_semantic_search/thumbnail.png
   date: June 10, 2022
   tags:
-    - nlp
-    - guide
+  - nlp
+  - guide
 
 - local: ml-director-insights-3
   title: "Director of Machine Learning Insights [Part 3: Finance Edition]"
@@ -934,26 +934,26 @@
   thumbnail: /blog/assets/80_getting_started_with_embeddings/thumbnail.png
   date: June 23, 2022
   tags:
-    - guide
-    - nlp
+  - guide
+  - nlp
 
 - local: eval-on-the-hub
   title: "Announcing Evaluation on the Hub"
   author: douwekiela
   thumbnail: /blog/assets/82_eval_on_the_hub/thumbnail.png
   date: June 28, 2022
   tags:
-    - community
-    - launch
-    - guide
+  - community
+  - launch
+  - guide
 
 - local: accelerate-deepspeed
   title: "Accelerate Large Model Training using DeepSpeed"
   author: smangrul
   thumbnail: /blog/assets/83_accelerate_deepspeed/deepspeed-thumbnail.png
   date: June 28, 2022
   tags:
-    - guide
+  - guide
 
 - local: your-first-ml-project
   title: "Liftoff! How to get started with your first ML project 🚀"
@@ -969,7 +969,7 @@
   thumbnail: /blog/assets/85_policy_gradient/thumbnail.gif
   date: June 30, 2022
   tags:
-    - rl
+  - rl
 
 - local: sentiment-analysis-twitter
   title: "Getting Started with Sentiment Analysis on Twitter"
@@ -1013,19 +1013,19 @@
   title: "How to train your model dynamically using adversarial data"
   author: chrisjay
   thumbnail: /blog/assets/88_mnist_adversarial/mnist-adversarial.png
-  date: July 16, 2022
+  date:  July 16, 2022
   tags:
-    - mnist
-    - adversarial
-    - guide
+  - mnist
+  - adversarial
+  - guide
 
 - local: deep-rl-a2c
   title: "Advantage Actor Critic (A2C)"
   author: ThomasSimonini
   thumbnail: /blog/assets/89_deep_rl_a2c/thumbnail.gif
   date: July 22, 2022
   tags:
-    - rl
+  - rl
 
 - local: tf-serving-vision
   title: "Deploying TensorFlow Vision Models in Hugging Face with TF Serving"
@@ -1089,16 +1089,18 @@
   thumbnail: /blog/assets/93_deep_rl_ppo/thumbnail.png
   date: August 5, 2022
   tags:
-    - rl
+  - rl
+
 
 - local: how-to-train-sentence-transformers
   title: "Train and Fine-Tune Sentence Transformers Models"
   author: espejelomar
   thumbnail: /blog/assets/95_training_st_models/thumbnail.png
   date: August 10, 2022
   tags:
-    - guide
-    - nlp
+  - guide
+  - nlp
+
 
 - local: deploy-tfserving-kubernetes
   title: "Deploying 🤗 ViT on Kubernetes with TF Serving"
@@ -1174,13 +1176,13 @@
   thumbnail: /blog/assets/98_stable_diffusion/thumbnail.png
   date: August 22, 2022
   tags:
-    - guide
-    - diffusion
-    - nlp
-    - text to image
-    - clip
-    - stable-diffusion
-    - dalle
+  - guide
+  - diffusion
+  - nlp
+  - text to image
+  - clip
+  - stable-diffusion
+  - dalle
 
 - local: spaces_3dmoljs
   title: "Visualize proteins on Hugging Face Spaces"
@@ -1212,10 +1214,10 @@
   thumbnail: /blog/assets/102_diffusers_2nd_month/inpainting.png
   date: September 12, 2022
   tags:
-    - guide
-    - diffusion
-    - text_to_image
-    - stable-diffusion
+  - guide
+  - diffusion
+  - text_to_image
+  - stable-diffusion
 
 - local: megatron-training
   title: "How to train a Language Model with Megatron-LM"
@@ -1470,12 +1472,12 @@
   thumbnail: /blog/assets/diffusion-models-event/thumbnail.png
   date: Nov 25, 2022
   tags:
-    - diffusion
-    - nlp
-    - text to image
-    - clip
-    - stable-diffusion
-    - dalle
+  - diffusion
+  - nlp
+  - text to image
+  - clip
+  - stable-diffusion
+  - dalle
 
 - local: interns-2023
   title: "We are hiring interns!"
@@ -1790,7 +1792,7 @@
     - fine-tuning
     - community
     - dreambooth
-
+    
 - local: mantis-case-study
   title: "Why we’re switching to Hugging Face Inference Endpoints, and maybe you should too"
   author: mattupson
@@ -1846,6 +1848,7 @@
     - safety
     - alignment
 
+
 - local: classification-use-cases
   title: "How Hugging Face Accelerated Development of Witty Works Writing Assistant"
   author: VioletteLepercq
@@ -1988,7 +1991,7 @@
     - rl
     - rlhf
     - nlp
-
+    
 - local: snorkel-case-study
   title: "Snorkel AI x Hugging Face: unlock foundation models for enterprises"
   author: VioletteLepercq
@@ -2195,6 +2198,7 @@
     - serialization
     - load times
 
+
 - local: huggingface-and-ibm
   title: "Hugging Face and IBM partner on watsonx.ai, the next-generation enterprise studio for AI builders"
   author: juliensimon
@@ -2427,9 +2431,10 @@
     - evaluation
     - leaderboard
 
+
 - local: ethics-soc-4
   title: "Ethics and Society Newsletter #4: Bias in Text-to-Image Models"
-  author: sasha
+  author:  sasha
   thumbnail: /blog/assets/152_ethics_soc_4/ethics_4_thumbnail.png
   date: June 26, 2023
   tags:
@@ -2488,6 +2493,7 @@
     - javascript
     - transformers.js
 
+
 - local: stable-diffusion-finetuning-intel
   title: "Fine-tuning Stable Diffusion models on Intel CPUs"
   author: juliensimon
@@ -2728,7 +2734,7 @@
     - security
 
 - local: codellama
-  title: "Code Llama: Llama 2 learns to code"
+  title: "Code Llama: Llama 2 learns to code" 
   author: philschmid
   thumbnail: /blog/assets/160_codellama/thumbnail.jpg
   date: August 25, 2023
@@ -2854,7 +2860,7 @@
     - guide
     - cv
     - game-dev
-
+    
 - local: rocketmoney-case-study
   title: "Rocket Money x Hugging Face: Scaling Volatile ML Models in Production"
   author: nicokuzak
@@ -2909,7 +2915,7 @@
     - diffusers
     - rl
     - rlhf
-
+   
 - local: ethics-soc-5
   title: "Ethics and Society Newsletter #5: Hugging Face Goes To Washington and Other Summer 2023 Musings"
   author: meg
@@ -2983,7 +2989,7 @@
     - diffusers
     - guide
     - sdxl
-
+    
 - local: the_n_implementation_details_of_rlhf_with_ppo
   title: "The N Implementation Details of RLHF with PPO"
   author: vwxyzjn
@@ -3014,7 +3020,7 @@
     - open-source-collab
     - visualization
     - data inspection
-
+    
 - local: researcher-dataset-sharing
   title: "Creating open machine learning datasets? Share them on the Hugging Face Hub!"
   author: davanstrien
@@ -3023,4 +3029,4 @@
   tags:
     - community
     - research
-    - datasets
+    - datasets